{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import umap\n",
    "from sklearn.datasets import load_digits\n",
    "\n",
    "digits = load_digits(6)\n",
    "\n",
    "embedding = umap.UMAP(n_neighbors=15,\n",
    "                      min_dist=0.3,\n",
    "                      metric='correlation').fit_transform(digits.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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57sZ4o/FxmiO17FtwNBUZk9mv8DhaYw0s6fyQsRm7c3DxKdv83YiIiIhsKwU1Edkqp5Z9lzGZu7GyawHz298m6oZxbYQFHe9xGt9jj9yD+aj1dVwsfieN+e3vUNmzJDkLF3OjTMqegc/pnc0qCJTi2t5zDh5y/UW0ROtI9C2TbI02Mixt5DaN+cnqO/mk7S3iNsqC9vf43vjfUpRWxgnDL+QEtrxIiYiIiMhQ0dJHEdkqjvGwV95hHFp8Otb27nHm4CHLm0d9eDUnjriY00dewfHDv8nlE26lO96RDGkAFpe3Gh+nLrQagMLAcM4cdTVlwfFMyp7O2SOvwdC7l5rBIcdXgIOHxnAVzZHarRrziq75xPveRzPGUBVati1fgYiIiMiQ0YyayE4oYeM8tPp/WdQxB8c4HFJ0CkeWnL3N7VpreaX+Yea2vEJRWhlnjvwBGd6cL7ynIFDCuRU/5pW6f1IdWk57tIk/L72Wr5VfzrTcA5LXHVZ8GlWrliarQQIY4xB2u5OfJ2fvy+TsfZOfLxpzAy/W/R2fE+D44d/kieo/80nbm1hgZuHxHFt63hY937isPfi49Q1iNoq1lvL0CVt0v4iIiMj2oqAmshNJ2Djd8Q4WtL3Hwo7ZgCVhXV5veJyxmXswOnPqNrW/uHMubzY+SdxG6ehq4c5lP+GqSbdv9r5xWXvSEKmmOryCqA0D8EbjE0zLPQDXuty34hes7F5AwAkyKXs6n7V/gMfxUJI2ivL0iZtsd0T6WL455ucAdMRa+KjtjeRSyLcb/8MRw87E7wQG/HwnjbiYAv9wmiM1TC84ksLA8OS5ULyLJZ3zyPblb/P3KCIiIrKtFNREdhItkTruXP7fhBJdfUsNbfKcxfJC7d+oj6yhNK2CcyuuW6/q4sC0x5qSSwMBmqO1VPcsH1ABj2xfPo5xSFgAQ21oJbcs+i4TsvZmRfd8AMJuN6u6P+OKib+jJ97JiPRxeIxnQGPzGl+/z45xcLZw9bbHeDlkI8VCwolu/rDk+4TdHqx1KQ2OZWr2DPYrPC75Dp2IiIjI9qR31ER2Ei/XP0R3vJ2Ejfd71wvA5/ipDa0k6oap7FnGc7V/3ao+JmfP6PfZg4fwOtUbv8jU7P2ZkX8MQU8WBnBJ0BKt48PWV/td15PopDAwnJEZEwcc0gDSvVl8dfhFeI0Pn/FzevnleB3f5m8cgBVdCwi7IaJumJiNsqZnIS/V/4OHV/8v1lpWdy9kZdcCXOsOSn8iIiIim6MZNZGdhllnDm3tEYejh51NKNHDm01PAOASpzPeulU9ZPvyObbkfF6s+zuO8VAarKAiY/IX3hN3Y/yr8vcs7ZxHadpoTh1xKY9U3pZ8Fy1h4/2un5w1Y2PNDMiMgqPZN/8ooLcYyGDJ9Rdi1wthcRtjedd8Hqv6Iwva3wNgTMY0zq24blD7FhEREdkYBTWRncRRJWezomt+MoQ5eMnx5VEYGEFztA7bF+MMhgMLT+x3b8yNsKzrEzI82YzM2PQ7YQAHF5/M1Nz96Yl3UBocs9lZr9ktL7G4Yy5xG6WqZwmLOufSb1mmtZw84hKqepZQklbBzMITtuLpPzcUIWl4cAzHD/8msxoe6d23DYvHeClJG83HrW8mZzCXdX1MR6yZHH/hoI9BREREZF0KaiI7iTx/MT+a/BfaY0183PIWrzf9m45YKw+u+U1fGfu1Qc3D8s75jM6YStxGWdg+m+dq/0rU7S3ycWDRiRy1mQqR+f5h5PuHDWhcXfG2ZIGPBAm64+2ke7JpjzcB4HV8BD0ZnFZ+2VY++fYxo+BoZhQcTVXPUt5oeIIsXy6Tsqbzt1U3wTpLTQOe9B03SBEREdllKKiJ7EQc4yHPP4xMfy7WuiToXVZo15nBconzVtMTzGl5CQyEEl392nin6elkUGuPNfNW45M4eDik+FQyvNkDGoe1ltcaHmF284vk+osJOEEsve+lHVp8Go3hKp6uuRvHeAh6MhmftdfgfAFDIJzowWt8yffdytLHc3bFNTxf8wAPrr4ZYwyO9RL0ZHBK2SWkKaiJiIjIdqCgJrITWdO9mMer/o9wohuXTRe2sFhCbtdGz2V6c4Hed8v+vPTHdMXbMBgWdczm+xP/OKClhUs75zGr4VESNk5nvI1xmbtzUNHJFKWVkeMrYFTGJMozJtAea2JU+mQCnuDWPfAQstbyRPUdfNjyKo7x8PWRVzE5Z0by3NtN/0kuefQ7aVww5mcMD47ZkUMWERGRXYiqPorsJBI2wf0rb6AhUklHvAVrXdJMBl4GXvkw4KRzbsW1AHTEWwgnurG4fRUa64m4oQG1807TM8kiIRaX5kgt47L2IMdXkLxmWNpIJmTtPSghLZzo5m+rfs1vFn6b52se6NueYNvUhFbwcesbuCSI2yiPVX2+X5wxhjRPRvKza13SPVu+3YGIiIjI1lJQE9lJxN0oMffzPc4c4+HyibfyX6N+gNnEf8oFvlIcPHiMl/GZe3LNpDsYljYSgGxvPgFPEIPBwUOuv4iAM7BQ1RKt6/d5ZMakrXyqgXmm5l6Wds6jI9bMe83PMb/97W1u0+Ji+n3uH/6+UXEdub5i0j1ZnDjiW+T6izbaTsyN8l7Tc7zR8G+6Ym3bPC4RERER0NJHkZ1GwBNkYvY+LO/6BOitVJjjK6Q12oDX+JLl8Nf1rXE3ku3L32h7XsfHJeNu4vWGf+MxHg4r/tqAKyqOzdydlpZ6bN/yy02FmMHSHKlLzuAlbJy2aAPWWhZ1zKY91szknBn9ZvMGYkRwHJOy92VBx/sY4KTh3+l3fmTGRK6ZfMdm2/n7ql+zqnshrk3wTtMzXDXp//A7gS0ai4iIiMj6FNREdiJnj7qGJZ3zcG2Cidn7YIyhImMK+xUcy3vNzxK3MQwOxhhm5B2zyZC2Vp6/mFPKLtnicexbcBRzWl5OzkG91fjUZitJbosDC0+kpnIFxhgMhqk5B/By/UO83fQfrHV5uf4hvj/xD8n37zamO97Bq/X/JJzo4dDi0ylOK+PMUVfREWvB76RtVZEQay3Luz5JzsZF3TCN4SpGpI/d6mcVERERAQU1kZ2KYzxMyp7e75gxhuOGn89xw8+nNdrAwo4PyPMVMyl73yEbh88EcIwH1/YW24jbKJU9SylPHz8k/U3N3Z/8wDAawlVUZE4hx1fA3JZXiLm9s4iO9bKy6zN2yz1gk23cu+J/aAhXYnFZ1DGHaybfSZonfbNh9osYYygMDKcpUovFxWLJ8xdvdXsiIiIiaymoiXyJ5PmLOaDwq1t8X9QNs7TzI9I9WVRkTNnsEsiitBHsnnsQH7a+mjz24KrfcO2Uu7e474EqDY6mNDg6+bk4rZzurg5cEljrUhgo3eS9rnWpC69m7V5zFpeWaN1WV3F0rcuclpepDa3gK8O+zoL29wm73Rw57Ouke1V0RERERLadgprILsK1LlE3woL2d3Ctyx55h+B3AsTcKH9aeg0dsWYslpkFx3NM6Tc2296++Ucxv+3t5Ltx4UT3UD9CP2eO/AFPVN1BS7Seg4tOoSStgoRN4DGeDa51jEN5+nhqQitwbQKP8VHg33Sw25zXGx7j9YZ/E7MR5rXO4sIxv2BkxsRteRwRERGRfhTURHYB89ve4dHK24jbWLIK5PvNz/Pd8b+lqmcpnbEWom4YgHebn2Wf/K+Q5y/GYzb9K2JE+jiGpY2iIbIGay2HFp+2vR4HgAxvDmeP+hFrehZTH1rNjQu+QdQNs3fe4Zxa9t0NZgUvGH09bzY8weqeRfidNO5Ydi3ZvgJOLbt0wMVQFnbM5u3Gp2gIVyUDasImWNW9QEFNREREBpWCmsiXnGtdHq38A3Eb6/1MAtcmaIxU0RlrIcuXR6LvXTPo3Qbg9iVXk+XL5dJxN29yKZ/HeLh43C9Z072YoCeDkmDF9nicfh5Z83sWds4m6kZYu6xxfvvb7Jl3KGMyp/W7Ns2TTmO0mjXdi0nQ+100Rqp4YNWvuGLC7zfbV11oFf9cfQsxG8X0bWpgcfEYD+XpCmkiIiIyuBTURL70bLLox7o8xke6Nxuf4+ekERfzSv1DhBM9RNwQMRuhPdbM3JZXOLj4lE227DFeRmdOHbSRvtv0LK/W/4sMbxZfH/lDSoKjAKjsWUp7rIlxmbsnN6LuiXfyace7ybL962qJ1PFW45PE3RhHl55LWfo4AJZ2zkuGNOjdO60lUj+gsdWHKzHGAdt7X8AJMiFrL/bIO2RQvwMRERER0IbXIju9tmgjK7sWEEmENnreMR6OKjkbr/HhMT4yvDmMDE7kojG/wOf4Adgn/wh+NPkuxmbukdw822DwONvv/+U0hCt5ofYBehIdNEaqeXD1b4De0v/3LL+ef1fezm1Lvp98F87nBDbY6NuLn5JABS/XP8ySzg9Z3v0J9674efK7KU0bjbPOPT7jZ/fcgwY0voqMycmZNJ8JMD3/K3x91NVMHsLqmiIiIrLr0oyayE5saec8Hlz1Gxzjwe+kcdmEWza6l9ghxaeyR94hJNwYef5hm6zqeNzw86kKLaUz1kpJWgXT848c6kdI6oq3YYxn7QpGuuPtALzd+FTv+2B9M1nLuj5hWs5MfI6fs0b9kMer/oS1cFzp+ZSljyPbV8iNC85J7m1mcemMtxLwBDm34lpeqPs7bdFGStJGUZ4+nik5+w9ofDn+Qr47/rd82v4Oub4ids89eEi+BxERERFQUBPZqb1S909iNgoWEjbO/La3mVl4wkavzfEVbLa9fP8wfjTpL8RsBL+TNtjD/UIj0yeR5yuiNdaItS4HF/UuuczxFdIZb+vdp8zafs8xKXs61025L/k5lOjG6dsEvKpnKRZLljc/ubdZujeLU8su3eoxFgaGc0Dhifyn+i7eaHyCvfMO56Cik7a6PREREZFNUVAT2YlleLOTRS0MDumebd/DyxiD32zfkAbgdXxcOv5mVnZ/SoYnhxHpYwE4c9RV/HPNrbRFmzio6CTK0ydscK+1lser/o95rbNwjMPpZZezW+5BJGyMvfIO/8LqlVvq2Zr7+KTtTeI2xsv1D1EQKNXyRxERERl0CmoiO7GTyr7DAyt/RXOklmm5M9kt98AdPaQkay2vNzzGos45jMvckyOGnYGzkT3O1uVz/EzI2rvfsTx/MZeMu+kL76sNr+KTtreSFS2frLmTn0392wbX9b6rZvA5vo2OJZzo5sPWWTg47J1/BK5N8Gr9v+iKt3Fg4YmMSB9LXXhVsoJmwo3TGK5SUBMREZFBp6AmshPL8RVw+YRbd/QwNmp2y0vManiMmI1QF1pN0JPOgUO0TNBad/0DANSEVvJa/SMEPRl4HR/vN78AWBwcTi67hOn5R7K08yMWdsymPH08r9U/Slu0AZcErzU8SmGglMqeJSRsnIUdH3DVxD+xb/5R1IVWJ2cxY26U95qeY6+8wwh4gkPyfCIiIrLrUVATkSFR3bMsuSl0zEao6lk2ZH0ND45hWu5MPml7C4Ph5LJL6Il3cvfynxJxQ8nloWu5uDxV/RdWdy9mXuurWCwftrxC3MaT13XFW+mKt7G2uonBoT68pm8z8GHUh1Yzp/UV3mx8HIAPml/gsgm3bHbWUERERGQgFNREZEjslnsgH7e9QdzG8Rofu+cNXZVEYwxfK7+CY0vPw2cCBDxBqnqWJs+vG9LWcm2Cea2vJatDrt3Iul+79O43t3apY2nfpt5jMqdRmlbBs3X3J/eoa47W0RFrIddfNARPKCIiIrsaBTURGRLjsvbgm2P+h1XdCxiZPmm7bAq97tYERYEyvMZPlAgODh7HR9T9fK+5oCeTnkRn8rODh33yj2Buyyu4uHiMl4qMKYzOmEZXvI39C44lw5uTvD7gCZLmpCfb8BovGd7sIX9GERER2TUoqInsYqy1vFL/MO83v0Cev5izR10zZLNAozImMSpj0pC0vTkBT5Dvjv8tH7S8QNDJ4I2GJ4jSG9T8JsDojGks6fyQmI1gcJhZeDzHlp7PQUUn817z82R4sjmw6ET8TmCj7bvWJd2TRSjRhcVSGhxD3I3h28T1IiIiIltCQU1kF7O86xPebnyKqI0QCnXyaOUf+NbYG3f0sIZErr+Qo0vOAWBe2+v0hDuhb7HjQUUnMTJ3Bi/RAAAgAElEQVRjAks7P2Zq9v7MKDwa6N0r7avDL9xs22t6FtERb00unVzZ/Sm3L72aKyf+YZPhTkRERGSgnB09ABHZvjrjrdD3LpbF0h5r3rED2k7OGvlDigNlBD2ZHFx0Mq/W/4vna//G8q5PeKrmTu5a9jOibnjA7WV4s7F976etFUp0URtaOdhDFxERkV2QgprILmZi1j4EPOkEnCA+4+ew4tO3uI3a0EruXfE/3LfiBhrClUMwysFXlDaCKyfexk+nPkBHvJXlXR9jcft+LKt6FvDImtsG3N6wtFEcWXJ2vwIkrk2Q6ysciuGLiIjILkZLH0V2MeneLL4/8TZWdn9Gnq+YkuCoDa6x1rK862N6El19we7z/cHiboy7V1xPONENGO5a/lOum3LvDi9LXxdazZuNT7C06yPSPZmcXn4F5enjk+fDie7e98q8WTRHanE3UglyTc+iLerzoKKTmJKzH4+u+QNd8VaOGnYOOX4FNREREdl2Cmoiu6A0TwaTs/fd5Plnau5lbusrAGR587h8wq3JIhnd8XbibrTvSkvEDRFO9JDuzRpw/65NfGGws9byafu7rOlZzKSsfRibtfsXtlcbWskdS68jTjQ5xr+uvJGfTPkrxhjeaXya5+seAODAwhM5qOgkqnqWkLAJXHqXL3qNj/FZew34GdaKJsLUhVcBhidr7mB4+hgKAqVb3I6IiIjIuhTURGQDc1peTm5W3Rlvozq0nIqMKQBk+fIp8JfSHK3DAMVpIwl6MgfUblu0kbtXXE9rtIExGdM4ecR3mNv6CgFPOgcUnoDfSUv2/0zNvcRshNnNL/CN0T9hbOZuyXastTREKvE7aeT5i1nUMScZ0tYKJ7pxcbGuy3O1f00GsneanmZm4QlcOv431IcrSfdksbhzLnm+YvYrPHaLv6s3G58g4oZZuzH231b9ms5YC0WBMs6p+DFZvrwtblNEREREQU1ENpDty6c5WgdYXJsg25ufPOcYh++M+zXzWmdhjGGvvMMxxmy6sT6ruxfybM39tEUbAMuansX8aekPidkojvGwtGMe3x73SwAWtL+XDIoxG2Vp57xkULPW8uDq37Cs82Mslq8MO5NhaSPx4k+GNQcPe+Ydisd4iNv+Sxxt3z+HpY1iWFrvss9xWXts9XcV9GTiMR4SNg5AY6QKgKrQMp6suoNzR1+31W2LiIjIrkvFRERkA+eN/gnD00YT9GSxZ+4hZPsK+p0PeILsX3gc+xUcO6BS9K/VP8J9K26gOrQsWc7etQkSxLG4JGyM1T0Lsbb33JjMafhMb7s+E2Bk+sRkWw2RNSzr/JiYjRC3UV6uf4hJWftydOk5DE8by8SsfTi34lpOK/seAF7Hx1dHXITHeHGMh0OKTiHbl89giLsx9s0/kuFpYzDr/Tq1uCzsnM2flv6QUKJ7UPoTERGRXYdm1ERkA9m+fDrjrUTdEB+3vUl3op1zK7Z+ZuidpqeTM2QAXuMn3ZtFON5DggQODsVpZcmZuYOKTsZgWNX9GVNzZjIlZ7/kvT4nDbtOIRCD4Q9LrqQgUMoFY35Khjdng/73KziWvfIOw7UuaZ70rX6OddWH13DX8p8Sc6Pk+Ys5cfhFPFvz1w2WYNaH1/BGw785pvQbg9KviIiI7BoU1ERkA3Wh1UTdMAkbJ0GcxR0fbvaeyp6ltEbrGZu5Oxne7H7nsn0FhBJdWCxefJxRfgUTs6fTHKllVsOjpHkyOKrkrOT1jnE4uPgUDuaUDfrJ9w/jiGFn8nLdQxgMCevSGK2mMVrNfStu5LIJ/7vR8a19/22wPF/7QN9MmaU1Wk/EDVMSHEVNaCXgJqtKujbR9w6biIiIyMApqInIBvIDw5JLFA0OhYHhm7y2NrSSv626ifZYE17jJeAEuWLi78n05gLQHKnj+NJv8kLd3+iMt3JY8elMyz0AgJLgKL4+6upNtr2w/QOerb2fgJPG6eWXUxocDax9L8zbuwda37thALXhFbRGG8jzF2/zd7A5jvFg+PydN6/j45JxN9EZb6Un3sndK36GaxN4jJeDik4a8vGIiIjIl4uCmohsINObywWjf8YrdQ8T9GZy/PALN3qdtZZ7V/yCnkQHAHEbg4RhSceH7J1/BM/U3MsHzS8CMKPgaE7YRDtrJWwC1ybwOX46Y608vOZW4rZ3KeH9K2/kuin3Ar2VFtddSrmWx3hpClezpnsxMRtlt5wD+u0BN5iOKz2fyp4lhBPdBD2ZzGl+ldZoA8eWnke2L59rJt1Ja7Se/EDJoM/miYiIyJefgpqIbNSojMlcOPYXX3iNS4JQonO9o5YcfxGheBfvNz+frIb4fvPzHF58RnK/tZZIHcY4ydmvxR1z+cfq3+LaOPsXHs/eeYfjGCc5ZdUdb8e1Lo5xyPUV0RptwOJicOh9s80Q9GTyTtPTrOz5DCy83fgUl024BY8Z/F91hYHhXDv5bmY3v8SzNffTGW+lJVpDwAlyZMlZBDxBSoIVg96viIiI7BoU1ERkq3mMl6k5M1ncMZe4jWEwHDrsa4zN3I1IIrTR6wGeqvoLc1tfBSwHFZ3MUSVn80jlbcnZs9nNL7FX7qEU+Ev6tgmAaTkze4MbcMbIK3l49S20ROvYr+BY8v3D6E50MjV7P3676DvJZZttsUaaI7UUp5Vv03Mu7viQRyp/T8ImOGH4hUzP/wrQu/yxJVqfLCASs9G+d9REREREto2CmogQdcMs6phDmied8Zl7Jasvxt0YL9Y9yPKuT2iPNZGwcWbkH8OhxaclZ8bOHPkDFnXMJW6jTM7eF19fuf6AJ8jJIy7hyeo7Acu+eUeTsHE6Y63MaX05OdP2RsPjHFp8Ogmb+HxABlws3xn3axZ3zMXvSWN85l7J09m+fC4e96sNnsNaS4Y3h654O2CxWLK827bhtGsTPLT6ZmJ9IfI/1X9hcvb0ZHXJabkzeb/5OVwsDg575x2+Tf2JiIiIgIKayC5pRdd86sOVjM/ak1xfEf+39BraY80A7JF7CKeUXQLAS3X/4P3m55MzXQBvNT3Ju03PcGrZd9kr/zAc42FKzoyN9rNP/hH4TIDHKv/AvLbX+KT9Lb495sZ+1xhjcHD46vCLeKr6TsAwMWtvRgTHYoxhas5MFnbM5oOWF5mavR+ZvtxNPpcxhovG3MCT1XcQdcMcV3oBQW/mNn1XrnWTobKvFyKJUDKoladP4OJxv2Zl16eMSB9LRcaUbepPREREBMCs3WB2e5g+fbqdM2fOdutPRDY0p+Vlnq6+BxcXj/Fwatl3ebzqz0Td3qWKHuPlht3+BcBdy3/Cqu6FG20n4KRz/bS/b7a/25dcTW24dzmg1/g5rvR8XOvyXO39GONwatml7JV3GADd8Q6ibphcX1FyVu/ZmvuZ3fwCLpaAE+TCMT8n4oYYHhyTnL0bas/W3McHzS9gMIzO3I1wopva8EomZO3NGeVX4nV822UcIiIisvMzxsy11k7f3HWaURPZxcxufilZMdFal7rQatzkskPTb6ngnrmHUd2zYqMVFte+L7Y5Of5C6sNrcElgMMxqeJSueBvjs/birJHX4Pd8HrYyvNlk0H8PtnmtrxFd278L/7fsR3iNj3RPFpdNuIU0T8YWPP3WOX74N9k77wjiNsbs5hdZ1jmPBAkWd8xhTsvL7F943JCPQURERHYtA/ubloh8aZQGK/CY3hkgj+OlPGMCZ5RfSb6/hBHBMZw/+mfJa/ctOIqzRv2Qo0vO4ayR1zA1e38MBq/x87XyKwbU36kjLqU8fTzpnmyyfHl0xduwWFZ2LeDjtjc2e39hYDhO36+quI2RsHEiboiueDsL2t/bim9g61SFlnLPip/zYetrJEj0jSdOV7xtu41BREREdh1a+iiyi4m6YZ6qvoua0Ar2yj2Mg4tP3sL7I3iMF4/xbPKatWX013f38p+xsnsBAB7j45CiU9gt9wCKAyOTSx3X1xFr4YmqO5LFTJoi1VgsPuOnOK2cTG8ex5aeR3Fa2RY9x5boirXx20Xf6d0nrk/ACeIYh++O/1/y/cOGrG8RERH5chno0kcFNZFdUFOkhgdW/pL2WDN75x3BSSMu3mRQWl9rtIH68BpGBMeS5etfUdG1Cf655ncsaH+XLF8+F47+OUXrBKjV3Yu4f+UNGAwGh5gbwTEexmbuxjkV1252OWVzpI4HVv6S1mgDxphkkY+gJ5Nrp9wzJPul9fZbyx+X/CBZ+REM51X8N+XpE5LVL0VEREQGYqBBTUsfRXZBj1X+sXf/Lxvjo7bXWdL54YDuW929kNsWX8m/1vye3y2+jMZwdb/zC9rfZ0nHh1hs70xY9R39zo/KmMQ1k+7kojE3EHMjJIgTsxGWdH7Equ7PNtt/QaCEH0y6nR9N/guWtQX4LVE3TE98/Y23B0++v4RxWXvidwL4jJ+DCk9iYvY+CmkiIiIyZFRMRGQX1BPvTG4KDZZQomtA973V+FRvYZG+W+e2vMKxw89Lno+54X7tRhI9G7SR5smgOrSs3zGXOP9ccytXTfwTAU9ws+NI92ZTFBhOY6QGAxT4S5Pl8oeCMYazR/2ImtByvMZPSXDUkPUlIiIiAppRE9klHVVyDj7jJ+AEyfTmMSl73wHdl+MrSC4v9Bo/Of6Cfuen5swkx1+I30nDZwLskXsI/6m+m3mts1i7zPqlun/wbM39JIj3uzfmRqgJrRjQOBzj8O2xv+KYknM5uuRcLh73/wZchXJrOcahLH28QpqIiIhsF5pRE9kFTcudyYj0sXTEmjfYj2xp50e8WPcg6Z5MZhZ+lc5YC6MyJlOcVsaRJWfTFKmlKrSU8Zl7MaPgmH7tBjxBvj3ml/y76nYaI9W8WPcgLgl8LQG64x0cVHQSizrmbLTcf8ImSBvAbNpaaZ50Diw6ceu/BBEREZEUpqAm8iUxq+Ex3mp8Ep8JMDpjCrvnHcyojMk4OP2WE1pr+azjfTpiLUzN2b9fSOuItfDgqt/0BSnDsq6P8Zne8xeNvYHy9PFcMOZn63fdz1PVf2FZ18fJQh8AMRthYcf7HFR0EmMzp9EarSNmo3iNn9K0CurDlURtiNuX/pBp2QdwVsUPB/fL6dMVa6Mz3kpxWvmQFR4RERERGQz6m4rIl0Blz1Jm1T9KzEYI0cXH7W8yv/0dLBbHOJw4/GL2LTgSgOdq/8rslhdwrcur9f/k+xP/SIa3d5Pptmhj7xJCC2tfRFs7+zWvdRbl6eP79RtzI8xrnYVrXfbKO4yAJ0hdeFW/kAbgMwHGZOwOwHHDLyDDm0NtaBX75H+FQn8pty75XvLaTzveoSvWTqZvcN85W9gxm3+uvgUw5PtLuHT8Tf1CqoiIiEgqUVAT+RLojrdjkgGrl9u3KXPCuvyn5i/sk384jvHwUevrRN3e8OWxXlZ1f8bUnP0BKAlWEPRkkrAJXJvoq6no4jMBigIj+vVpreXeFf9DbWglFni/+Xkun3Are+cdwayGR3FJYHCoyJjC2MzdOKjopN4+jZfDh52RbKcpXLPB86z//tpgeLb63mR5/frIat5ufJrDhp0+6P2IiIiIDAYFNZEvgTGZ08jy5tIWjW005Kwt5BFOdFMUGEGopwuXBK51KQyUJq/zOwEuG38L89vfxueksbLrU1Z1f8bE7H3Yb7330SJuiKqeZclA2Bqtpz3WzKHFp1ESHEVzpJbJ2fuSHyj5wrFn+fLI9RXRFmsEYFT6FHJ8BV94z9ZYf8fI2S0vKqiJiIhIylJQE/kS8DtpXDbhVlZ1LWB190LebHyyX2ArC47jgZW/YnnXfLyOn5Hpk4i6IQ4pPo1haf2rGAa9mckiIXvmHsJHba9T1bOMVd2fMSZzt359Bj2ZdCfaATB4yPTmYIxhUvZm93AEwLUudy7/b7ribXjwkusr5KIxv9iiZ4+5UXyOH4BQvIvuRAf5/pINqkDOLDyOZ2vvT372Gt8W9SMiIiKyPSmoiXxJ+J0AE7L3ZkL23uQHSnmy6o5kWKsOL8daFxeXqBsi7HZx+YTfbbbNtxqf4pX6h4nZCHNbXuabY/6HURmTgN5y9YcVn86ztfcBkOsv2mDWanO64+00RWpI2BgAbfFmQm4nmU7uAO7t4K7lP6UpUk1RoJzDik/n8ao/AVAaHM1FY27A63wexvYrOI5P29+jJrQCg+HEEd/awtGKiIiIbD8KaiJfQvvkH0E40cNLdX8nZqMbFPdwrTugdhZ2fJAsJhK3MVZ0zU8GNYA3G59IbnDdEFnDbYuv4MqJt2GtpTFSRYG/lKA3c5Ptp3uzCDhp9CTiGCDQN0u3vpVdC2iN1jM+ay+yfHkAzKp/lOZILRZLU6Sap6rvTL6DVhdezZLOeUzJmZFsw+v4uHjsr2iLNZLuyRrQxtoiIiIiO4qCmsiX1ISsvXip7kGgd3PqgBMk4vbgGA8njbh4QG2MydyNmtAKYjaC1/gpT5/Q77zH6f8rpDPWxuzml5jV8GhfODRcPPaXlAQrcK1Lwsb6VVr0GC/fHvsrnqu9H4Ph2NLzNyib/1bjU7xc9xCY3uWKV064jSxfHnEbw9IbOHv/2X+po9fZ8NebMYY8f/GAnl1ERERkR1JQE/mSKkobwTfH/JzZLS9S4C/loMKT6Ul0EPRm4R9gWfojhp2B3wlQ2bOE3XMPZlzWHv3Of638Cu5efn0yMDnGYWX3AkKJruRM26yGxzi46BTuW/kLwokeJmVP5+xR1+AYDwDNkRoyvNmMTJ+0QWVJgPebn+ud1bOA6d2Qe+/8wzm4+BQWtL9LzEbxmQCnlF3KY5V/JOL2MDFrH8Zl7rkN356IiIjIjmXWVoPbHqZPn27nzJmz3foTkaFXF1rFfStuoDvRztScmZSkjeK1hkdJ2BgOHqbnH0llz1JqwyuA3tm9Q4tP49Di01nRNT+5wbbPBDiy5KxkGf+17l9xI8u7PsElgc8EuGDM9VRkTAZ693FrizaS6y/G5/ix1pKw8X7vpomIiIikEmPMXGvtZiuvaUZNRLZJSbCC66bei2sTOMZD1A2zvOsTVnUvZFjaSI4sOYu7l/8seX3cRpnV8BgruuZTHChPvgMXsxGWdn60QVA7Y+QVPFr5R5ojtcwsPCEZ0gB8ToCitLLkZ2OMqjmKiIjIl4Jm1ERkyC3v/IQHVv4/4kSTx7z48TheIm5P3xHDsSXncWDRiXzUOovGSA275x5IaXD0jhm0iIiIyBDQjJqIpIzitHI8jpe4+3lQs7i461SjNMC++UfxUt2DvNv0LDEb4d3mZ7hs/C0UBobvgFGLiIiI7DjO5i8REdk2a3oWQ79d1gwnjvg2fieIweDgId8/jIAnyIL295LLIbG9pflFREREdjWaURORQeVal2eq7+Gj9jco8o/gnIofUxwoT+7d5jFexmTsxr4FRzE2a3der38Mj+PliOL/whjDyIxJtMeaiPdtgj08OGZHPo6IiMhOw3VdWmpbyS7Iwp/m39HDkW2koCYig2pB+3vMbX2VmI1QHVrGk9V3cm7FtXyt/HKeqbkPr/FxePEZAOT7h3Fq+Xf73X/yiIvJ8GTTEKlkRsExjEgfuyMeQ0REZLsLdYW468d/p3JRDadcfhwTZ4yjq7WbkZNH4DhfvBAu3BPhqkOvZ/WCSnwBHze/fD0T9tGfoTszBTURGVRd8bbkvmouLh2xZgDeanqS7kQ7CZvgr6tu5IeT7iDdm7XB/T4nwHHDz9+uYxYREUkFt3z7Dt55YjaxSIz5by3EcQyOx8OUmRP49fM/wePxbPLe1x56izULq4mGY0TDMf78/fv53Zs3bsfRy2DTO2oiMqim5cwk4AQJOEF8xp+cPavuWUHCxlm7c3VTpGaHjlNERCTVLP5gGbFI79L/RCxBLBIn0hNh0ftL+eydJUDv8sZ7rnuQCyZewc0X3E4k1Ptet1lvxs149Nf8nZ1m1ERkUGX58vjBxNtZ07OYgkBpsmLjqIzJrOlZjGvjOMZQvM7+ZyIiIgKH/dcBPHH7c4S7I/2Ox6Jxbr7gdorKCtj/q/vwxB+fI9wTobGyiZyibL7z2/M44qwDee6eV1gyZznBjACX/eHCHfQUMlgU1ERk0AW9mUzM3qffsfNG/zdvNT5FKNHF/gXHk+bJ2EGjExER2f5qV9Zz26V30dnSxUX/72z2PnL35LmmmhY+fXMhh599EL6gn4d+9RjxWCJ53rqWupUN1K9uZPVnlYR7eoNcNBxj9YJKAPxpfn7/5o10tnSRkZOOx7vpZZKyc1BQE5Htwu+kccSw/9rRwxAREdkhrjvml9SuqMd1LdefcjN/+uAmHr7pcdYsrmb1p5U4Xgc34XLOT7+GL+BLBrX0nCC40NMZwrqWUFeEtIwA1gJYTrz0mGQfxhiyCzZ8/3tjYtEYC99bSnZBFhVTy4fgiWVbKaiJiIiIiAyxulWNuG7vnqIej8PNF9zOio9X9Zs5A/jguXlMO2gyH7++AKzlsj9cyAM/fwTX7S3UddR5h3LalSfwyeufMXav0UycvuWVHWPRGFce+FOqFtfgJlzOv+FMzrj6pG1/SBlUCmoiIiIiIkOkpzPEHVfdT0ZOOj2dPTgeD1kFmdStrN8gpHn9XkaMK+Hquy+lbmUDGTnpREJRnr7jJbo7ejjk9P25/PZvYYyhbMLwrR7TZ+8soWpxDaGuMAAP/vIxBbUUpHIwIiIiIiJD5NZv/ZmX//4GHc2dgOHUy4/nz3Nv5pAzDiAtI4DH68EX8JI3LJd9jtqdS245H2MMpWP+P3v3HR1VtT1w/Hunp1d66KF3CF2KFGkqVQWxolJURBFFBEUEFKWIBUUUAUV+SFEELEiR3nsvoSYEQjpp0+69vz8mDERC0wTkuT9rvfWYmXPOPfe+l7Vmzzln7yIEhgXwXq/JHN4aTXpyBiu+X8fhrdE3vOaFmER2rdrHz5//zqCmw/l4wDTvuTaAwDB/NFXzvvYPlnPj/0ayonYbrF13hEOH42jYoBy1a5W+09MRQgghhBC3ybFdJ3E53ACYzEYiKhYjIMSfgZ89Q7UmlUiKS6HlI00oUrpQnv3Pn7rgDaoMRoULpxOo0rDCNa+3a9U+3nrwA0DHkeW8PAeXmyFfP4/b5Wbj4u1EVCpO7JE4ggsHMXLhkPy9aZEvbhioKYpiA9YC1pz2C3RdH6koykygBZCW0/QpXdd3F9RE71a//Lqbzz5ficPhYtHPOxg7ujvJyVlcTM+mVcuqBAf73ukpCiGEEEKIAtK6dzPmT1iMy+FCURRqt6oOgMFgoM1jzW/Yv9vLnZg1ch4Gg4KPn426bWtet/3s0QtwZP0lvb/dxbHtJwCYMmgGf8xajTPbidXXwqhFr1O+Vpm/d3OiQN3MipoDaKXreoaiKGZgvaIov+V89pqu6wsKbnp3p4xMO3/+eYjMTAezvluPI+dXFIfDzadTVhAffxFN0/i/uZv5dkZffHwsuN0qJkmjKoQQQgjxP+Xxtx+ibPVSnI0+zz1dG1C0TOFb6v/Qqw9StXElLpxJpN59NQkI8b9u+5CiwRhNRlS35/ybwahgsVlo84QnKNy9ah/ObKe3/ZGt0RKo/UvdMFDTdV0HMnJemnP+oxfkpO5m58+n8fLg2aSmZeFyqTmpUz1MJgMxMcnejD/Z2U527T7N19PXcPpMIpHlizBxfC/8/W13aPZCCCGEECI/KYpCs+6Ncr0Xvesk8ycuJqRIEJ36tmXl7HVYfMx0GdgR3wCfq8ao1qQS1ZpUuuG1Ni7eRuGSYRSPLEpCTCK1WlajetPKlK5Wkvrta/N2lw+IPXoOFLzf5qs2qUTssXPs+GMPZaqXpFaLavlx2yIf3NQZNUVRjMAOIBKYouv6FkVRBgBjFUV5G1gJvKHruiOPvn2BvgClSpXKt4n/G23ecpx33v0Rp1PN83NdxxukAWiqzrp1R4iJTUbX4eSpBH6Yt4Vn+rS4XVMWQgghhBC3gdPhIubwWTYv3c6skfPQNR2DycDPU5ahaxoGo4ENi7YxZes4AOxZDvauOUhw4UAq1rtxCv5fvlrO1MGzsGc5sPpYmLDqHSo3uHyW7bfpK9m5Yp/3dZEyhRg2exBGk4EBdV/H7XKhujRsfla6vdyJTn3b8mbHsZw9do6mXRrwxncvSRHt2+ymAjVd11WgtqIowcBPiqJUB4YB5wELMA0YCrybR99pOZ8TFRX1P70S99XXq/MM0nx9LKia5t0CCRAW5s/Q1zqx6s+D3uBN03TsDtdtm68QQgghhCh4GamZPB81lKRzKbm2HWpuDQ1PohDVrXFsxwlcTheaqvF81FASzyahqRqPv/0Qj7zeJc+xk8+nEHc8nuXfrcWe6VkzcWa72Pb77lyBWtbFbDQ153uqDkVKF6Jak0rMn7AYt9PlLRWQnWHn+7EL2bZsN2cOnUVTNdYt3Ezs0XM8O6439drWKohHJPJwS+n5dV1PBf4E2uu6fk73cAAzgAYFMcG7ib+/9ar3GjUsz+h3u9OtSxRWqycuttnMPN+/NVH1yvJoz8b4+1uxWExYLCaaNL52Fh8hhBBCCHH3WTVnPUlxybmCtEuMJiOKAkaTgeKRRTBbzOxbd5jEs8lkp9txZDn54YOf8xx3//pDPFlhIMM7vcfxXSex+JgBsPhYCC0WzFdDv+P/xv2IPctB68eaEVQoCN8AH2x+Vp4e3ROAwqXDQVFyD6xDYmySN9uk6taI3nWSkV3Hc3L/mXx8MuJ6bhioKYpSKGclDUVRfIC2wGFFUYrlvKcAXYD9BTnRu8GQVzvmCtbMZiM1qkdQp3Zpnn6qGV0616NKleI8/WQzWraoDEBERCgP3l8HAKfTzYi3FxB3LhWAjAw7U75YwXvjlnDi5IXbf0NCCCGEEOIf0XWdP+eux2m/etdUndY1+GzLezR/uAm1W1XH4mNlaLvRqG718uoXYPO3kpGaeVX/We/Mw57pIOtiNi6nm6qNK1GrZTX6vNeLb96cw4KJS6H742EAACAASURBVPhu1ALeenAcwYWC6Pxie3z8bVSsV47ikUU9ye3e/4lcSRVyPPpmd6y+VpQrgjiDQSF658l8ejLiRm5m62MxYFbOOTUDME/X9aWKoqxSFKUQnuOIu4H+BTjPfz2XS2Xv3hh6PdKIvftjOHL4PHXqlKZ7t/oAmExG+j13b55916w7gtPp2RapaTo7d52ieLHaDBs+nyNHz+F2a2zcdIzvv+1PUJCk8xdCCCGEuFvsWL6X6F1XBzdWXwuPvN6ZyDrlGDDpKZ6sMBBHloNTBoX4Uwn0GduLWSPnkZ2eTXpyBk9XHsS0PRMIKRLsHcNkvnxmTHWp1GpZjcdG9ODgpiO4XSqapqM5XOxbd4h96w7x/egF2DMdpCZc5IMnP2PI9OeJOXzWu+0RoGjZwvQZ24t7e95D064NmDLoG7b9ugtHthNd16nW9MZJTUT+uJmsj3uBOnm836pAZnSXemf0T+zceQpN0wkK8mXO7AHYbOab6lupYlHi49NwuVRAoVwZT8HDI0fP43Z7lpwVReFMTBI1JFATQgghhLhrZGfYc61KeelQvHxRAC6cScRo9Gx00zWd86cu0G3Q/az4bi3Hdp7EnulA03TWLdzCg8+38w4REBqQa8gLZxIAiKhY3JvV0Wg2Elo0hIUfLUXPWTlT3Spx0ecJCg/AbDV7V/sCwwKYefQTjEZPABhePJTIOmXZ+ssu/IJ8eWVaP++cRcG7pTNq4tq2bDmOw+HG5VLJynLwxZcreaDLRzzx9DROnU68bt/BL7en3X01qF4tgiGD21O1agkAataIwGz27FtWFChzjYr1QgghhBDi36lhxzqUqFAMm58Vi81MxfrlqRhVnuFzX6FYuSIAlKtZioAwf6w+Fmx+VprnpPMPjwjDaPJ8XTcYFEKKBKFpGvFnEni97bts/XUnisETBJqtJoILBQGegGvS2ndp8UgTQosEk3ohlU1LtuHMdmHzs2L1tdJtUCcsNgsfrnib6s0qU7NFVSasGukN0gCO7TzB/733I067k8y0LGa+/UOe9+h0uJg5ci5jen7ErlX78mwjbp2i57EntaBERUXp27dvv23Xu110Xadzt4/JyLADnqDKbDLizFlGLlMmnG++evaWx83OdrLgx21cTMumS+d6lCgRkq/zFkIIIYQQ+Ut1q/wxazVpCRdp1bsZhUuGE3f8PG92fI+kuGTaPX0vL3zc56pVtvSUDNbM24RfkC/NH2qE0Wgk6VwKo7qNJ+ZoHK17N6NJ5wa80+1DstPt3n6KQcFgMFCtSSVGL3njqjps7cyPeJOC+PjbeOjVB6jTpibVm1a+7n0kxiXzZoexnNp/xnuELTAsgIUJ3+Byujiw4QgBof6Ur1WGCc98zp//twGn3YnV18Knm9+nWLkizJ+wmOTzqTz4fDvKVv/fLtN1KxRF2aHretSN2t1Uen5xfZu3HCcz8/IfjK7nrgiempr1t8b18bHweO+m/3B2QgghhBDidsi8mMWLDd4gLjoeFJ35Excz48gnfNTvS+KOn0fXdJbN+JN6bWvR+IHc39MDQvy5v1/bXO9lp2fTZWAHKjWIRFM1XmoyPFeQBp6tkm2fasGrXw/Ic05lqpXk9MFYVLeKoih0frEDF2ISebR0f9ISLtJ1UCeefb93rj4bFm1lykvfkHA2yful1mw10fut7rhdbl6+5y1ijnhS9/ca1o09qw/gtHsyWiqKwtHtx5k+7Ht2rtyH2+Fi1ffrmHn0k1zn68SNydbHfBAfn3bVe36+Vnx9LFitJp54rGCCrawsB68NnUunBycx/O0FOKQGmxBCCCHEHTPm4UnEHj2Hpmloqo7T4eLYjhOknE9Fz6mbiw5pCRdvONbBTUfoX/d1Jg+YxnPVB9OvzmtkpFyd+RFg5fdrST6fkudnIxcOodWj99D4wSjGrxpJYFgA7/WaTEJMEk67i58/+42Dm45cHmvOOt5/7BMSYq8I0mxmHh/5MN1e6sThrdHEHD7rLR0wd9xPNOxUF6uvxXt/1ZpUYu/aQ7jsLnTds+p3fM/pm3+QApAVtXzRtEkFvpq+muxsT6AUFOTDtKlPcfpMMqEhfpQtWzBny779bgN798Xgcqns2HGS8ZN+IyYmicKFAnnl5faEhvgVyHWFEEIIIcTVDm+LzvXa7VKJqFicJ955mHGPf4rb5cbpcGG8IlvjtSz9cjmOLEeen5nMxlyZGg0GA9kZuVfaNE1jzCOT2Pjzdiw+Zt77dTgV65UHyJXqXzEopF8RAG78eVuu6xpNRvwCfen4bGsAgsIDvFspAQJC/fEP9qdI6UKER4TRZ0wvIioWp0KdshzcfBS3042mapStIVsfb5WsqOWDQoUC+W5mP4YM7sDIEV2Y938vEh4eSL26ZQosSANISs7IyRQJTqfKmjWHOHYsns1bonln1I+sWHmA5/p/w8hRP5KW9ve2XwohhBBCiJsT1a42lpys3wajgTdnD6JI6UI0694Is9WEruloqsbk/tNIS7z+qlrxyKLeAtZXMhgN9B3/BD3f6OJNPlK/Q52rsjHuWL6Xbcv2oLpVstPtTHzmc+9nT4/thcXHgo+/jRKRxajTugZrF2xicv8v8Qv0webrqQtstpooX7s0fkE+fPXGbJx2JyUrleCZcb3xD/GjaNnC1GldgwWTFnPm0FkObDhCRmomK2av4dCWo+iaRlChQMavGklYMcm1cKtkRS2fhIb607FDrdt6zR7d6rNm7WHva5PJiKq6UFWdk6cSGT/xV1wulZMnE8jMdDDhw163dX5CCCGEEP8lr898gSVTK5B0Npn2fVpRspInk7fqVnOteCmKQlpiOkHhgdcc6+HXOnP22Dk2Ld5O5hU/uAeFB9BlYAcURaHtEy1xZjspX7vMVclJNLfKle+o7ssrcB36tKb2vdVJiU+jYr1yrP9xCxOe+QJHlgOLj4WWDzcmPSWTwLAAVv+wEUeWg4SYJIJCA3juw8fpOrAjXQd2BGBQ0+E4sjzn01wOF0e2HWfRp7/icnhqBDuzndfcsimuT1bU7mL7D8RiNBpwuzUURcFoNGCxmLDZzJQvV9i72qZpOoePnLvDsxVCCCGE+N9mtpjp9lInnvvgcW+QBmAym2j7RAts/jZ8/G1E1i5DRMVi1x3LYjXz6tcD+GjdaGx+VkxmIzZfK0+MesQblJWqXILIOmVRFAW3y83SL5cze8wCzkbHEdWuNpXqR2KxmbH6Whg45Tl0Xee36SsZ/cgkdv+5nyoNK2Aym9jy2y7vdkdnthMdeHfRUEKLBV9+3+7ixP4zueZ4dMdxjl1RzNtsMVG3TQ1sfjbve7qu4+NvQ9w6WVG7g5KTM9ix8xQRJUKpUqX4LfffsvUEjpxfK1wulfs71qZkyVBCQ/2JjU1i774Yb1vzTeyFFkIIIYQQ+cPl9CTSsFg92xeHTH+eNo81x5ntpG7bmhgM114vcWQ7GNZ+LPvXH6ZwqXBGLhzCyb1nKFOjFPXb1c6zz3u9P2bzkh24HC5mvf0DzR9qzAfL3yIxNgn/EH98A3z449vVfP7yDOyZDrb8stMTQD7egjqtqrNuwWYcWQ6svlbqtKoBQPMejfnp419xu1TcLjen9p3h8NZjVG5QAYDPX56BK6dYtsFkoOugTlRuUIE35wxixP3vk56SScdnW1OlUcX8fLT/GRKo3QHLV+xn9ZpD7Nrt+VVC13VefL4NnTrm/Yd3ya+/7eHX3/cSWb4w/fu2IqpeWfbvj8XucGG1mmjYsDwN6pcDYM/eM1itJhwON0ajgdq1SvHiS99y/MQFouqV5e0RXSR4E0IIIYQoAL99s5JPBnyNjk6fsb14eEhnFEXxBkA37D99FUe2H0fXdRJiEvll2gpGLhhy3T5bf9mJ64oM4Gvnb2LDoq08O+4xerxyPwC7Vu3HnulZIXNkOdi9aj9tH29BvftqUaFuWWKPxtHo/nq0eaw5AJG1yzJu2Qhevfcd0CHxbDJvdniPhYnfoChKru2WZouZEhU8q4SVG1RgwYVv0HX9qi2Z4ubJ1sfbbPWaw0yavIxNm49jt7uw2104HG4WLNx23X47d53isykrOHjwLL8v28uUz1fwUI/69Ot7L61bVeXNoQ94gzSAWjVL8dKL91G5UjHa3Vcdq9XM0WPncTjcbNt+kqW/7C7oWxVCCCGE+M9xOlx88vzXuF1uVJfKzBFzSU24upTTdcfIdnozK2qa7g2urqdM9ZJXvae6VGYMn0P86QQAGnaogzUnUYjV10KDjnVZMXsNj5bsz/71h0m9cJEVs9fx+SszObTlGAD+wX6YLZfXdjLSMr1ze+GTPviH+GGymChfqzSteuUuSaW6Vc6diPfWWBO3RlbUbrPdu09fVe/MaDRQosT1M+GcPJmAqnn+KJxOlSNHz3uKFj5Yl84P1s2zT4f2NenQviYAw99agNvt6e92q5IFUgghhBCiAOiahq7rl99QQHVr1+6Qh/Z9WrH482WkJaVjMCj0GXvjhHBjlg5j9COT2LfmUK7rK1ek7m/5SFOMJiM7V+ylbttamC0m3n/s41zp9t1ON0s+X8ZvX6+k/6Qn6fBMK8rWKMWp/THoQPMejTCaPLuyImuXZc6ZqZw7EU+pKhGYTJd3a6UlXuTFBsNIuZCGxWbm4w1jcp3bEzcmgdptVr9+OZYt35ezJVHBz89GpYpFGTK44/X7RZVj+oy1aJqO2WzkvrbVc32uqhqbtxzH5VJp0jgSiyX3/7SP9mrMrt2nMRoUDEYD7XMCOPBsvYw+Ho+uQYUKRWSJWgghhBDib7L6WHnynYf57t35gMKDz7fzpqZPT8lg9Q8b8QvypcXDjTEa8z6GEhgWwIwjHxN3PJ5CEWH4Bvhw7kQ8e1YfoGzN0lSKKn9Vn+BCQUxcNYr0lAy+H7OQJV8sw2A0ULdNTUpXjfC2a9a9Ec26NwJgcv8vUa+ox3aJ6lZR3SoLJi7h/r5tmbh6FNuX7cHqY6FO68vbN2OOnOXlZm9hz7BTuHQhJqwcia7rhBUPZckXy0g4m4TqUnFmO5n51lzemvfqdZ/duRPxrJm3kcKlwmnZs+l1z/H9Fyi5Iv4CFhUVpW/fvv22Xe/fasPGo2zddoI6tUvTskWVm+536nQimzdHU6pUGE0aV8j12chRP7J9x0l0HcqUDuezT57AYMgdcCUmphMTm0xk+SIEBFzOvjNp8u+sWHEAFE/x7uHDHvxnNyiEEEII8R+XEp+K6lYJLxEGeBKE9Kn6MmkXLqIYFBp2qseIua/c1FinD8UysOEwdF1H13WGzhroDbau5Wz0ORxZTsrWKHXNH+FXzF7L5H5f4sj2bE20+dtwu9y4c3Ic1GlTk/d/G37Na4zqMYENP21F13WMZiOKomAwKETWKUv9DnWYM2YhLqcbg0GhZc+mDJs9iKRzKcx9/yc0TaPnG10pFOF5PolxyTxT9WUcWQ7MVjOdnmtD/0lPXfPaaYkX2bBoG8GFA2n8QNRdtdCgKMoOXdejbtROVtTugKZNKtK0yc1lv9m1+zRnz6bQoH45ypQOp0zp8KvaOJ1uNmw8hqZ5gu6TpxI4dy71qu2U4eEBhIcH5HovM9PBb7/vRc1Z8l677ggD+mUQGur/d25NCCGEEEIAIUWCvf+2ZzlY/+Nm0pMyvEHR+h+33PRYlzIyXvqu9/OU328YqJWI9CT2yM60Y7GavdsVr9S6dzPsWQ62LN1BvbY16fxiB374cBGLP19GiQrFeG3G89e9hsGggALonrptl9Z/Tuw9Tbun76VU1QhO7T9DaLEQ+oztxRevzOCnT39D13QUg8LGxduYfeJzjCYj+9d5tmyqbg3V7WD1vI3XDNQy0zLpW2tITn05nXpta9LuqVbU71Abs+XqIuF3KwnU7oD4C2kkJ2USGVnkupkXf1y0na+nr0HXdb78ysj0ac9QuPDVhRHNZiN+flbS0z37j10uFY3rr5RGR8czf+FWAgN9MBhAvWLV22r93/k/uBBCCCHEnZR4Nol+dV4jPSnDe3bMYFAoWrbwTY9RvHwRLD4W7Jme1aYrtzJei67rfNR3Kn/MWo3JYuKdH18n6r5audooisL9fdtyf9+23vd6Du1Kz6FdrzludqadFd+tRVEUHnv7IfatP0x6cgYGowFn9uWkITY/G1/s+JCkcyl8+sLX9Kv9GtmZdvScYFPXdC4mppMSn0p4iTBKVyuJpno+M1lMlKtVmoWTl7Jh0VbqtKrBo8O7ebeKHtx0FHum3VvjbePP29m1cj+lqkbQvk8rggsF0qRz/bt+66QEarfZylUHGT/xV4xGhaJFg/n80ye8gZHD4cJiMaEoCklJGXz19WpvnTSArdtPcH8eKfwVReH5fq35cOIv3l8yPv54GRM+9Bw8PXkygZ8X7yQs3J+HezQgM8vJoMHfk53txGw2ElEilMSkDHRNZ9BL7fDzsxb8gxBCCCGE+A9Y+uVyLiam53ovsm453po3mOyMbDYs2oZvoA+N7q93zcDi3l73cOpADGvmb6JS/Uie/eCxq9o47U4MRgMms+fr/eGt0fw5d0POCpWTD5/6jHlxX/2je9E0jcHN3ybm8FkASlcryZwzU8lMzSTuRDxv3DcaZ7aLSvUjada9IYqiMH/CYrb9vjtX6YBLAsMDvSuPZauX4s05g5g/YTHFI4tSpWEFpr76LY4sB0e3n8Dqa+HhIZ1JjEtm/U9bvEHaJdkZdo5sjebk3tMYjAaqNKpIz6FdqNO6xl21LfJKEqjdZl9NX43T6Qm+YmKSGDrsB3o/2oTpM9YSHR1P4UKBfPxRb977YGmuIE3XdSKukxnSZDZgs5nJznahaTqxZ1MASErKYOCg78i2e4KyI0fO0a1rlPf8msulEnculUnjH8ViMVK+fJECvHshhBBCiP8WnwCfXK+NJgM9Bj9AWPEQ+tV+jYSYRFCgWbdGvD7zxVxtPVsBVUxmE33GPkqfsY96Pzt9MIb3en9MenIG5WqVYfvvuzEYDQz99kVaPNQE1eXONZbmvjppyK1KPp/K6UOx3iLXR3cc58CGw5w+EMPUId9iMhkZ/HV/2jzW3BscnT95Ic8gzWA08PKXfXNtyWzyYH2aPFgfgM9emu4NxhxZDg5tPobT4WJgw2EknUtBAYwWI7qqeVfiAJw5c9u1ch+HNh+94Vm3f7O7ez3wLuR/xWqV262xd18sb45YQHR0PJqmcyHhIl9/s4a4uBRvO0WBli2qULtW6WuOW69uWSxmEzabGZvN7E3ZH308HsUAuu5J679nbwzlyxXm0s5Is9mIj4+FV1//P14cNJspU1cAkJycwZChc+n12BfMX7C1AJ6EEEIIIcT/vtLVInKt6IQUDqJBxzqc2HuGxLNJ2DMd2DMcrPx+Xa5+R7Yfp3t4Hzr6PMoHT37KXxMAvtF+LCf2nCYhJoktS3egulVcDhfjn56CrutUbVKJOq1rYLGZsdjMDJzy3FVzS0/JYPKAabzd5QMObDxyw3sJCg/AcuUZMB3efWgCU1/9FpfdRXaGncn9vkTTLqf77zaoE1ZfC76BPhiMl0MPTdXY+cce7+tVc9bxwVOfeZ9D0y4NsPpYUBQFq6+Flo805cLpBFIS0tA1HU3TUZ0qERWLX3O+9kwHS6ctv+F9/VvJitpt9uawBxg2fD4JCZeXwNUraldomo7TqdKtSxSzvlsPgM1mZkC/VtcdNzjYl+lfP8uWLccpWjSIOrVLk5Fhp0SJENScXxnMZiPVq5UgKMiXKZ89wc+Ld2I0Gli8ZCdOp+dXlp9+2sFzfVoy/K0FHMsJHmfMXEelSsWoWePqQopCCCGEEOLafhi3yBtkmcxGOr/UEb9AX8JLhHrrlykKhJcIzdVv/NOfkZ6SAcD6n7bSuvde7xmz7Ew7SWeT8rzepZptBoOBUT+9TkJsEr4BPvgH+13VdmTX8RzafBS3082ulfv45tDH3iyMeTFbzLw28wXe7THBm9jkYlIGlivyGzjtLoZ1GMvrM14gvEQYtVpWY+quCZzYc4q9aw/y2/RVOLOdWH2tlKzsOWu3as46JvX9EkeWg3ULNgOeRCfjlo1g16r9VGlUkaj7arFjxR5UZ+6VwfjTid5/G01GAkL9SUu86ElYouDNunk3kkDtNitXtjA/zHmBD8b/wp+rD3m3QV6pWtUS9Ohen8qVixEff5GGDcoRFOR7w7FDQ/y8Ba4/nbKcJUt3eQ569m7C2bMphIf707tXEwBKlQxj4AttSUnJZPGSnd4xLBYTU79cxZGj5y8PrMD582kSqAkhhBBC3CRN0/jhw585fTAWRVHQdR2TxURYUc9RlrBiIYyYO5ivXv8Ov2BfXp2eO8OiI+tyYg4FOHf8POOeWIs9086ulfv4a4Utg8mA0Wik34QnvCt4iqJQuOTVGcMvid55AnfOd1GD0cDpg7HXDdQAGt1fjzLVSxF3/Dxul6femtulYjIbcefUZNvz5wHe7TGRTza9B0BEhWJEVChGoweisGc52Lf2EI0fiKLDs56FiO3L9+Ta5rh92W5a925G9XuqUP2ey6WsTu+PxWA05CrQXaZaBKcOxGI0GbD5Wpm6ewK7Vu5l5ls/EBgewNBZubeT3k0kULtDXn2lPWVKh/Ptd+vJtufet7tt+wl6dK9PrZqlvO8diz7PqHcXkZ5h58nH76Fb17xLL5yPT+PgobP88stu3Dm/qMyZs4lfl76a50HKkBA/Xn6pHVO+WInJZOCN1x9g+Fvzc7UxmYzUjyr7T29ZCCGEEOI/49evVvD9mIU4shwoioLRZKRS/UguJqUTezSOiIrFaXR/PRrdXy/P/i983IfRj0zCYFAoWaUEM9/+gfSUnMyReST3nrpzPCFFggguFHTTc4xqX5stv+zE5XBhMBioUPfG3/eMJiMfbxzLitlr+WzgdHRNR0cHxYDFx4wz24WmasQdP39VX4vVzMBPn+HU/hgKlwr3ZnGMuq82a+d7ShBYfa1Etbs6eR5A7VbVMVmMOLM933HDiofwzo+voeueYtmRdcriG+BDq17NaNWr2U0/h38rCdTuEJPJyCMPN6Ru3dIMHTaP1NQsAKwWE5GRRVBVjZmz1rF3XwzNm1Vi/sJtXLhwEfAkJImqV5ZSpXL/4rFy1QHGT/wNg6LguoUDo+3b1aR9O89KnK7r+PvbuHgxGwCj0cDkiY8SEnL1crkQQgghhMjb4a3R3lUiXdepGFWOw1ujObjpKDPfnstnW8dRusq10+w3ur8ec05/QWrCRRQFXqj/hje1/V/5h/hRplrJW85uOGz2SyydupyU+FTa92lFUPjVZaD+atuy3Wz4aSulq+Y+e6egeBN5ABQpXeiqvukpGQyo9zrpSRmoqsboxUOp06oGrXrdg6Zp/PLlcgqXDKdmi6p5XrtczdJMWv0u63/cQpnqpWj16D3eOdxoJfBuJIHaHVYhsigL5w1k9pyNrF17hBrVI3jy8Xv4fs5GFvy4DYfD7TkrdsUSr8FgIDUti1Lk/j/kV9PXeLdSGo0GT5V4o4GXB7W76T9cRVF4f8xDjB23GLvdxYB+rShX7ubrfAghhBBCCGjxcBNWz92Ay+nGbDGRnpzpDdxU1cDCSUt45v3eHN9zmg+f/BS3S2XgZ8/S4qHG3jECwwLYvWo/h7Yew+pr8WRPVDxBkerWMNtMlIgsxmszXvhbKejNFjNdX+p40+33rD7AqO7jcWQ5sflaqVC3LCf2ngYd6rapwY4Ve3Fme4K1s9FXr6itnruB1Pg0b9Hv6W/O4bPN7wOwb81Bonee5NCWY2z/YzczDn9CYFjAVWNUqh9JpfqRt3yvdyMJ1P4FFEXh8d5Nebx3U+97Bw/FedPz2+0uatQoydGj5zAYDEREhFCl8tUZbvz9rVy44Pm32WzkzTceoG6d0vj63lpdtCpVijN7Vv+/f0NCCCGEEP9x9dvV5r3fhrNv3SGq31OZVXPWE38mAZfdhebWWPV/G1i7YDNup9sbuHz45KfUbVODgBB/ABZ//jtfDf0eR5YDi4+Fe3s2pVi5onQd1BGrjwWLzXJb72n36v3es3P2nDlN2ToOxWAg/nQCm5bsuG5/30BflJwSUQaDkivByZoFm7DnBLJul8qhLcdo2LFuAd3J3UECtdvA4XCRleW8pe2DrVtVY/ee095sjGmpWbw/5iE0TadGjZKYzcar+gx/40GGjZhPSkomHTvUpGmTCndtgT8hhBBCiLtdzeZVqdncs42vfJ2y7FlzgLNHzwGepBmOnNUxL0UhMy3LG6itXbDZuwrnsrsoHlmMx99+6B/N6eT+M0x6birZGdn0m/Ak9a9xHiwv1ZpUxuprwZHlydpYr20tSlf1JJuLOXwWi83s3f54qWbvlVo+0oSNi7ex4actFClTmEFfXC4ZULZ6KQ5tOYbqUlFdKhEVi/2j+/xfIIFaAdu8JZq33/kJXdeoH1WOMe/2wGBQcLtV1q47gtut0rxZZWw2c65+bdtUY9/+GH77fS+qqhF3LoUVqw4yZHCHa16rbNlCzP3++Wt+LoQQQggh7ox18zeRGJs7pb7FZiGydhnP9kFFoVaLqt6zXfGnEwguHITFZsFpd2LxseTLlr+h940m5XwqAKO6j2f2yc8JLhRE5sUstv22i+DCQdRqWS3PH/uj7qvF0FkDWbtgE1WbVKLzC+29n1VuWAGTxYTL4cZiM9OkS4Or+htNRt76YXCe8xq5cAhTBs0gMTaJR9/sRolICdQkUCtg77y7CHdOYo8tW4+zY+cp6keVZcTbC9m7LwaABQu38cWUpzAac9cfDw729dbdcLs10tKybu/khRBCCCHE35adkc2+dYcpFBFKYlwyLscVZZkUMFuMRLWvTd/xT6C6VarfUxlFUTi64zivthyZk4pepWqTSjzQvy0NOtT5R/NRVZXUC2mXp2AwkHwuFauvlf61X/PUH9N1ug3qxNNjeuU5RrPujShboxQrv1/HtPtRrwAAIABJREFU79NX0a7PvRiNRsKKhTBl6ziWf7eGQhHhdHjm+jWA/yq4UBDD57z8j+7vf40EagXI6XTnqpOm65CUlI7D4WL7jpPeQoExscmcP59GiRIhufp37FCLxUt24Xar6LpO70eb3Nb5CyGEEEKIvyfzYhb9ag3hYnI6mluj1/Bu2Pw8eQMcWU4Ug0JmWjbfjZrPqjnrGf5/L7N71X4ObjrK4a3HsGc6vGOVqlScNo+1ACDpXAoLJi3BYDDw0JAHcqXjP3P4LPMn/IxfsB+PjejhPQOmqiqJsckEFw6kxUON2bzUc5asaJlClKpSgt1/HuBicjrZGXYAFn++7JqB2qkDMbzY8A0c2U6sPhYOb4tm8DRPboOIisV5enTe/cStk0CtAJnNRvz8rGRe8Ye2f38s97WtTkCAjbQ0Twp8XdP5fOpKKlcqRq+ejTCZPOfPihYJYva3/Th5MoGIEqGSIl8IIYQQ4i6xfdkeLiZdDn5++XIFMw5/zKHNx/hh/M8c2nQU8HwPjD0Sx0uN30TXddwuFYNBwWQx4XZ6thEWytkOqbpVXmr8JklxySiKwoZFW5lx+GMURSEjNZOXGr9J1sVsjGYjBzYc4dNN75F5MYtBTYZz/uQFTBYT41eNpOUjTbFnOmjatQEms4lCJcNQc4pVo0B4idA87ynu+HkGNhrmTSjiyHKyafE2mCZJ6AqC4cZNxN+lKAqfTH4s12HKVX8eIjr6AhPH96Jq1eKUjAhFBzZtjmbO3E18+dWfucbw97NRo3pJCdKEEEIIIe4iIUWCvEdYFINCWPEQQouG0LRLA7oO7IjZmjs/gcvhxu1UQQdN1SlcMoygQoE0ur8ePV/vDHhW09ISLqK6NdwulfjTCaSnZAAQezQOXdc9wZ7TzdHtxwH4Y+Zq4o7H48h2kpmWxZCW71D73mq07t0MW05m8FKVSxBaPMST+l9RsPnbvHO/RNM0JvT5PNdKn6IoVIwqXzAPUEigVtDKlimEX670+Dofffw7b45YQNMmFen84OW0ow6Hm+3bT97+SQohhBBCiHxVs3lVHn6tMwGh/pSrUZo3vx/k/ezenk0pU/3axa4Berz6IAvip/PWvFe9afhDiwbjF+SLwWjAaDQQVizEu72xZKXiGIwGFEXBbDVRpVEFvh01j5lvz/XUX8uRnWFn/sQlua6VdC6FxLPJoHtW+KJ3niQ9OSNXm1+mLedgzirgJaWqluDNa5wrc7vcjH5kEp18H2VAvddJPp9ygycm/koCtdtg4IttsViMmM1GbD4Woo9f4MKFi3w3ewOWv6TZPxuXwsmTCXdopkIIIYQQIr88/vZD/Jg4g6m7xlOsXJFcnxlN1z6BZLKY8kzGYTKb+HTze7Tv04oOz7Vm8oYx6JqOPcuB0+6iU9821GxRhW6v3E+PwQ8yf8Jisi5m5x5EwZvy/5LAUH9M5svzsfpZ8A30ydXm6LbjqDkJ8gCCCgXy0drR+AX65nkPf8xaw5ZfduC0uzi57wxfvDLzmvcr8iaB2m3QpnU1HnmoEZqmkZqahapqng90T5rS2rVKeduqqsbiJTsB2LPnDP83dzMHDp69E9MWQgghhBAF5Nn3e2P1sWCymvAJsNFrWFcKlQyjaNnCjFs2IlfgdMnSL//gnW4TUFWVvuOf4Myhs3QJeZLOwU/wWLkXWDBpKYe3RnPmQCwZKRlw5e5FBWz+VoLCA+n6Usdc41psFsYtG0GFeuWoGFWeD/54+6rrN3+4CVYfCwajAauPhQYd6vBE5Iv0qTqI0wdjrpprenIG7pxzb6pbJfXCxX/+0P5jlL/uPy1IUVFR+vbt22/b9f4tEhPT6f3EVFwuNdf7igLjx/Vkx85TLPhxGy6XisVi5LHeTSlbphBj3vsZt1vFZDLy3piHqFO79B26AyGEEEIIkd/SEi+SEJNEqaoRWP5yZi07I5sVs9dhNBlp81gz9q8/zMguH2LPcmC2mrm3V1N2Lt/r2bL4F0aTkf+L/ZK+NQfjyHaiqRr9Jz1J9aZVKFauMFYf61V9rkdVVbb+uovoXSfRdZ3QYsFMHfytd2WuTLWSfLVvEhdiElEUhUIRYSSdS6F/nSE47S40VWPM0mHUalHt7z+s/yGKouzQdT3qRu0k6+Nt4HareRYN1HWY9vVqPpr4KCdOXuDAgbPUrl2Kh3s04P0PluLIqbWhqm7WrD0sgZoQQgghxP+I/RsOs/HnrUTWLkv52mVyfaaqKoOajiAu+jwoCn/M+pPmDzX27spyOVzs+fOAd8XqSgajgYiKxQgpHMT0A5PZs+YgxcoVpmSl4sQcjsNpd91yoDa212S2/b4bBShVpQS93+qBwXj5u23qhTSmvf4diz79DYDur3Timfd6M/PopxzffYrikUUJL553JklxbRKo3QZFiwbTtnU1lq884P0Du/TfDqcLHx8L7499OFefypWKsXlLNA6HG5vVTMUKRW/7vIUQQgghRP47si2aN9qNxpHlxGgyMO217+j8Ynt6vtEVRVFIjE0mLvo8jmxPGvzDW6J5fvLTGE0GXE5Ah6S4ZMrVKk3WxSwAIuuUxWIzExgWwICPngIgMCyAZt0aciEmkSfKv4g904GOzvgVI6lUP/Km5up0uNjw4xZv/d9TB2IpXDKc8BJhJJ5NQlM1ug2+n29HzsOdUz94wcQl9BzaBb8gP2o2r5q/D+8/RAK12+TVwR3o/WhjNE1n1JhFxJxJRkfnhQFt8mzfo3t9MjMd7Nx1isaNI+nQvuZtnrEQQgghhMhPZ6PP8ePHv3DmYCyunKBGdWsknUthzns/UqRMYVr1uoegQoGYLCYc2U4UBfyDfSlWvgitHm3G79+sRFM99daObj+BxcdMcOFgBn89gNJVrs4kuWf1Ad5oNwa3y+19b+bbP/D+b8Nvas5miwm/YL8rskDqFC4Vzhc7PmD/+sOEFg2mcOlCfDty3uVOioLBZMxzPHHz5IzaHaCqGl9+/Se//baX0BA/Rr3TjTKlw+/0tIQQQgghRAHJTMvksXIvkJmahcGkoKk6upb7e3ivN7vSZ8yjABzdcZwvX/0Wo9nI85OfYtzjn3LmUCwuh/uqsRUFKtQrz5St46767IkKL3LuePzltgaF5j0aMWLu4Jue+9Edx5n47Bc47S6en/w09dvVvqrNki+W8fnLM0BRePHTPnR6ru1Nj/9fI2fU/sWOH7/AkiW7cDjcZGY6GPXuT8yY/tydnpYQQgghhCggMUfi0FQNXddRXTooUKFuOU7sPYViUDCaTDTt0tDbvmK98kxcPYroXScZ8cA44k9dLt+kKApFyxQiOT4VR5YTXYeLSel5X/gvizKhxULoN+HJG873p09/Zd6HP1MoIoynx/ak59CuVGlUgaJlCufZ/oEB7ej4nGenmFFW0/KFBGp3QEpqJgbD5coIqWlZd3A2QgghhBCioEVULO5NLmc0G6lQpyyfbn6ffesOcWzHCeq0rk7ZGlcnjhvZ9UMunEnM9V5AqB+fbRvHoCYjSDqXgupWeXpMzzyv+/LUfrzd5UM0VaX2vdUZveQNjMbrB1JHth9n+rA5OLIcJJ1LYeh9Y7D5WdE1nY83jKVczbwT3EmAlr8kULsDatcqReFCASQkpKNqGo892uS67TVN54/l+4iNTeHelpUpX77IddsLIYQQQoh/F/9gP17/9kXG9pyMM9tJcOEgVFWlRrMq1GhW5Zr9Lp8NA4PJQJUGFXjlq/4Ehgbw5e7xHNl2nPASoVcV1L6kbpuaLLgwnayLWYQUCc4zE/lfJcQkerM6XtqemZ1uB2DZzD8ZMOmpm71t8Q9IoHYHWK1mpn7+FPv2xxIa6ke5snkvIV8yfcYaflq0A7vdxY+LtvPlF09TMkJSnAohhBBC3E1+GLcIZ04mx91/HmDjom00694oz7Yup4vPBn6D0WzEaDJg8bFQIrIY41eNxGzx1Fyz2CzXDfIusflasflayc608+WQWZzce4b7+99H28dbABB77BzT35hNdqaDPmMfpU6r6vgH+4EOTrsLXdfRVA2rj+WaAaHIfxKo3SFWq5moemVvqu3adUew210A6LrO3r0xEqgJIYQQQtxl7JmOK17p2LMcZF7M4rOB0zm1P4YHn29Hh2daAzB/4hJWzF6LM9uJ2WqiVa97eOGTPt4g7a9ij51D17RcWyz/6tMXvmbNvI047S6O7zlN0TKFqVS/PAMbDiMjNROAncv38NnWcXy1dyI7lu8lMCyApVP/YP+GwzToUIf2fe5l/NNT2LVyH7VbVeeVaf2uOSfxzxhu3ET8U8kpmRw8eNYbbN2qalVLYLFcjqkrRMovGUIIIYQQd5t+E5/E6mvB5m8lMDyAhR8tpU/lQaz+YQPRu04yZdAM9q49CHiSj1xafXM53Giafs2AaNpr39Kv9hAG1H2djwdMu+b1j24/jvPS91Fd59T+MySeTSY7w+5to+swb/xi/IL8aN6jMbXvrc6IHwbT840urPtxC71K9mfV3PUkxCaxZt5G5o1fnE9PR/yVBGoFbM+eMzz2+FReH/YDTz49jbS/kTjklUHt6PJgXRrUL8dbwztTsaIUvxZCCCGEuNvUbV2DOaen8s7C10iNT+P47lMkn0/F7VQ9DXSdM4fOAtChTyusvhasvhYsPhbaPXVvnmNmZ2Tz48e/4sx24sh28ses1aTEp+bZts3jzbH5WTGajCgGA3Xa1KRQyTBsftZc7bLSs3Hand7XsUfj+Gro92SkZJKRkok7p0SA0+4iLvr8P30s4hokUCtg02euxe5wkZXlJO1iFitXHbzlMaxWM/37tWLcew/TpHGFApilEEIIIYS4HQLDAjBbzZgsuU8gma1mjCYj9e6rCUD1eyrTe0QPNFVHdal8P2Yhqlu9ajyj2YTBeOVXegWzNe+Vt0de78Ib371E15c6ULlhJF8P/Y7404lM3TWe4pFFQQEU2LliD52DnmDQPcO5cCaBtMR0jMbcYYNPgA2rr5VOfdv8o+chrk3OqBWwwAAbBoOCpukYDAb8/vKLhRBCCCGE+G+pULcsvoG+uF0qBoNClcYVadSpHo0fiKJY2SKobpXXWo9i//rD6Dl10PatP8SWX3bSpHP9XGNZrGaGfDOAic9ORdd0nnz3YbIz7J5kIH+hKAoNO9VlUt+ppCd5skke2HiEubHT+HzbOLoXegbVraK6NAAObT7G2F6Tmbh6FCUrlyDmyFk0VaNT3zZUioqkYv1IIioUK+Cn9d8lgVoBG/hiW2Jjkzkbl0r9+uVo07ranZ6SEEIIIYS4g3z8fZi680PWzt9EQKg/zR9qnKvG7o4/9nBw81FvkAaexS5N0/Icr1WvZtzb8x6mvf4d346cx6y359Fj8P3UbFGNk/vO0KBDbUpXLQlAWmI62el279iZaVmkp2QQEOqPT4CNjJRM77i6phN/JhGT2cTk9aM5sOEI/iF+RNa+uYR44p9R9L9UKy9IUVFR+vbt22/b9YQQQgghhLjbjH5kEmvnb8r1Xq2W1Ri3bAQmc97rLBeT03mkeF/cTs/5MYPRgMliQnOrmCwmPt38PmWqlUTTNPrWfJW44+cBhRIVijJtz0QUReHYzhNMfPYLTh2IwWQygqLw1OhH6PHKAwV9y/8piqLs0HU96kbtZEVNCCGEEEKIf5H4UxdyvW77ZAte++aF6xardtld3uLUALqmebNG6jps/XUnZaqVxGAw8PGGMfwybQWKotCxbxvvuBXqlmPqzvFkpGayY/leCpUMo2qjigVwh+JmSKAmhBBCCCHEv0ir3s04fTAWR7YTi81C95fvv26QlpqQxgsN3sBgVFDdYDQZqNq0Mke2HMNpd2G2mChdraS3vV+QHw+/1vma4/kH+9Hiocb5ek/i1kmgJoQQQgghxL9It5c6UaRUIU7tj6Fhp7qUr1Xmuu1Xz91IenIGrpy0+RXqlef9X99k6uBZHN1+nLZPtqRhx7pX9VNVlfFPTWHdws0UjyzK2F/epHDJ8IK4JfE3SKAmhBBCCCHEv0zTLg1o2qXBTbX1D/Hzpug3GA2EFA7C6mNl0Bd9r9tvzQ8b2bBoK067izMHY/nk+a8Ys2TYP567yB9SR00IIYQQQoi72L29mtKkc30sNjOlq0bw4mfP3FS/9JRMNNVzrk3TdNISLhbkNMUtkhW1OyAry4HNZsFguPZeYyGEEEIIIW6G0Whk2OxBt9yv5SNNmDvuJ7LSs1HdGk++27MAZif+LgnUbiOHw8WQ1+dy+HAcgUG+fDypNxERoXd6WkIIIYQQ4j8oKDyQbw5NJnrXKYqWLUyhiLA7PSVxBdn6WADS0rJY+stu1q0/kqtQ4e9/7CP6eDyqppOamsmUL1bewVkKIYQQQoj/Oh9/H2o0qyJB2r+QrKjls8xMB8/2+4aMDDuKotCubQ0GvXQfAKpb41Lcpuvgdqt3cKZCCCGEEEKIfytZUctnhw7HkZ3txOFwY7e7WL5yv/ez++6rTpEigdisJvz8rPR9ruWdm6gQQgghhBDiX0tW1PJZsaLBqKoGgMGgUKJ4iPczfz8b33z1LPEXLhIa4ofNZr5T0xRCCCGEEEL8i0mgls8OH4nDYFAwGhTKRxbh3ZHdcn1uNBooXiz4Ds1OCCGEEEIIcTeQQC0fpV3MZvzE33A6PVXhz5xJIizM/w7PSgghhBBCCHG3kTNq+Sgr05HrtdPp9m6DFEIIIYQQQoibJYFaPipaNIi6dUrjYzNjs5m5v2NtLBZZtBRCCCGEEELcGoki8pHbrTF6VHcOHjqLyWSkcqVid3pKQgghhBBCiLuQBGr5QNd1xk/8lT+W78fHZub9sQ9TpXLxOz0tIYQQQgghxF1Ktj7mg717Y1i95jCappOZ5eT9D5bc6SkJIYQQQggh7mISqOUDp9ONolx+7XKpd24yQgghhBBCiLueBGr5oG7dMlSqWAyr1YTZbKRQ4UDatv+QJ/tMI/5C2p2enhBCCCGEEOIuI4FaPjAaDUz4sBdfTe3DgP6tOXkyAVXVOHs2hU8+XX6npyeEEEIIIYS4y0gykXxiMChERISydfsJNM1TO03TdNLTs2/Y95ff9rBy5QGqVS3Bk0/cg8lkzPf5pToT+PbUeyQ7zlMz+B66RAzAoEicLoQQQgghxL+RfFPPZ63vrUpQoC++vhZsNjN9nm6Oqmo4ne4822/aHM2UKSvYvecMC37cxsxZ6wpkXotip3LBfgaX7mBf2gYOpG0ukOsIIYQQQggh/jlZUctnQUG+zJrRl5MnEyhSNIhDh+Lo9OAk3G6VHt3r079vq1zto6PjcThdADgcbvYfiGXT5mhUVaNRw/L5trqW6U5DRwdA1zWy1PR8GVcIIYQQQgiR/yRQKwA2m5kqVTx11MZ9uNS7mrbo5x3Enk3h9KlEmjatQN9n76V+/XLMmbsJh8ONzWomI8PB6LE/o+s6lSoW46OJj6JcmVLyFm1IWMrWpN+xGf0wKRaMihGrwYfqQY3z5V6FEEIIIYQQ+U8CtQLmdmvef6uqxrZtJ3C5VH5evJMAfxtlyhRi1MhuHDocR0SJUN7/YAma5ln52rc/hpiYZEqVCrula2q6yu/nvuNg2mZSXYnoaBgwUc6/Gi0Kd6eET3msRp98vU8hhBBCCCFE/pEzagXsxRfaYDYbsVhMBAf5eWusORxuZsxax/sfLGHse4tpd18NWraojK5f7qvr8MeK/WRnO0lMTEdVNdLT7Rw6HEdmpuOa19yY+Atbk34nxXUBnZzEJrhJdSVSzr+6BGlCCCGEEEL8y8mK2j+UnJLJ1q3HKVIkiGpVS/D7sn04HC7a3VeDwEAfOnWoxT1NKpBtd3HqVAKjRi9CURScDjeappOV5cRoNPDnn4fo1bMRpUqFcfp0onf8+Qu2MveHzRiNBvz9rTgcnm2URqOBL6Y8RVioHxaLKdf2yHj7GVy60/tawYBJMdMorP3tezBCCCGEEEKIv00CtX8gNTWLZ5772hs8hYb4kZScgabp/PTzDmZOfw6LxURQkC8+Pm5Cgn35ZPJjHDsWz8bNx9i69QRut4bZbCQszJ+9+2K48JcC2ZdW4DRNJSUlK9dnrw6Z8//s3XeYXVXVx/HvPrdOzbQEAknoLYWaACpIb4IoSBGQoqFIkaDYsGBFEEReQEB6E0EBpQkqINKlF0MLJVLSk+kzt5/1/rHv3JmbmZBJMgkD+X2eZx7nnrL3Pmd8mKzZe6/FgoUd1NZWcP55h7HeuiMB2Kp+Z/7b+lgpecj2jfuwae0U1quesLJfiYiIiIiIDAEFaivguednks3mSad91sbZc1pL59raupk1u4X11h3JnXc9zyWXPYAZTP3qZ/nyodvzmc9szM9+8VfeeWcBn91xE3bbdTyHH3kZqZRvq2eCrO9SyL6coxQUtrZ2838X/oMLL/gKAOtXT+T4DX/Fe11vMLZyY9au3GCZnmvBwg5+/os7mD2nlS/uvxVHfmWHZXwzIiIiIiKyIhSorYDRa9ZRrG1NJBIQiThyuQJm4JyjsaGaTCbHJZc9UEoqcs11j7LPPlsworaC3553eFl7PTNzAPFYlEg0oLs7y0AqKxPk84VSu9nizFuPtSrWZ62K9Zfruc759T289vpswtC4+U9PMWHCGLbeat3laktERERERJadkomsgPHj1+bEE3Zh7bXr2XqrdTj5pN0JilNhmUyOAw++iMuvfKjsnkKhwH//+/6A7Z309V2Jx6M+vf/4tdhpx00HvM45+L/fHsFaa9WTSMSoSMY46eu7Dnjt8pg/v72UeRJg4cLOIWtbRERERESWztmS1tatBJMnT7Znn312lfW3KrW3pzj4y78r7SnrkYhH2XvvSdx9z4ul4CeRiHLOWYewxRbj+rWzaFEnHZ1pxo1t5NXXZvGd792CmZHN+nadg002Hs2lvzuaQiFkzpxW6uurqKpKDNmz/O2+l/jdJfcTCQKSFTGuvvJYRtQqU6SIiIiIyIpyzj1nZpOXdp2WPg6RK676d78gDSCTzROLRth80lhefOk9fyyT5+ln3xkwUGtsrKaxsRqAiRPGcNklx/Dqq7OY8eY8/v3wa6wxqpYf//ALgN9L1tzSRVNTDQAvvfweTz/zDptuMpodd9hkuZ9l3322YOON1mDu3Da23GIdamqSy92WiIiIiIgsOwVqQ6S5ecnLA++463mOOPzTvPb6bDKZPIlElPGbrTWodtddp4l112nic/vAaafuWTr++BNv8suz7sQFjhEjKph26l787Od/LbYf4+QTU+y375bL/TwbbbgmG2245nLfLyIiIiIiy0971IbI4Yd9imQyRmVFnMqKONFI76s1g4O/NIV99ppEPB4hDI333m9eof6uvPrfZIoZJ+fNa+eWm58sJSPJZHI8/OjrK9S+iIiIiIh8dDSjNkQmThjD9dcez/vvLWLDDdfg1tue5k+3PoXDMXXqTlRWJnjiybdLe81uuPExtt9ug1Lts2WxYGEHCxd2lB17/4NmYrEIuVyBRCLK5pPGDslziYiIiIjIqqdAbRm9M3M+8+d3MGni2qRSOWprK4jH/Wsc2VRDNBKQyeaZ+rWdOOigbQmcK+3x6uxKl9oJgoCOjvSAfXyYMDROPe3Gfmn7W1q7cc6XBZg0cQyHf/lTK/CUIiIiIiLyUVKgtgz+du+LXHzJ/YAjLBZQi8ei/PqcQ5kwfm3+fNvTXH3NwwDs+7kt+cbJu3PDjY/zzwems9GGa3DYodvzhz8+QRAErLNO46D3qfXV3Z1ZYrp8n8DT+O/0D4hEln9Vazab50+3PsWCBR184fNbscEGayx3WyIiIiIisuwUqC2Dq699pLR0sUc+n+XCi//JpRcfxZVX/ZtCwQdw9977Iuuu28Sfbn2KdDrHwoUdVFbG+f0lx9DRkWbTTUcTjUaWeQxVVQnWGl3HnDmthGZl9c56VFb2T9X/3+nvc8ufnqKpqYbjpu5EdXVvJsfnnv8fv7/iX1RWxDn9m/tw9bUP89TTfpnmg/96heuuOZ6RxcySIiIiIiKy8ilQWwbpdG7A40HgcM4ROEdPGGfAwoUd5PP+SC5X4L33m1lnnaYVGoNzjosuPJJbb32KF158j9den93nHNTXV/HTHx9QOvbQv1/lyqsfZt68dsyMaDTC+x8s4rfnHQ5AW1s3Pz7zdtKZHM7Bt793C5l0rhSQBs7x5ptzFaiJiIiIiKxCyvq4DDbasP8SwEQiymmn7kUkEvCtb+5NNBohEgn4yhGfZq89JhGPR0kmYyQSUQ74wtZDMo4RtRUcO3VnpkxZj2jU/wiDwLHH7hM55KBteeBfrzBjxlxmzW7h3N/cy9y5bfQUNs/nC7w5Y16prYWLOnHF/xeYwaJFHUycNIZ4zM/2FUJjQy19FBERERFZpTSjtgzO+P7nmfbNP7BgQW/GxZrqJJtuMhqAvfacxG67jicMrZRg5KorpvLii++yzjpNbLbpsu9J+zBfOmAKjzzyBu9/0ExTYzW5bJ5rr3uUTDbPP++fzumn7d1vr1oiHmXbbdcvfV5nXCMjR9Yyf347ANtOWZ/vf3c//njLk8yf386BX5zMqFG1QzpuERERERH5cArUlsGaa4zgB9/7PGf86NbSMsjKqvL9YIvvO1tzjRHsvdfmK2U8NTVJrr5yKl3dGaoqExx6+KVksr6WWuAc2VyBESMqCEPDzGhqrKZQ/L6trZsRIyqJRiNc9rujefiR10km4+y4w8ZEIgFfO+azK2XMIiIiIiKydArUluAPNz3On297hoaGKn7+kwMZN64RgM03H8s+e23OXfe8wIjaCn7w/c9/pON0zlFd5RODbLH5WB59bAbZbJ5CGDJhwtpccdnXePI/b/HBB8388ZYnyedDFi7soLWtu7RPraIivtKCSRERERERWXYK1Abw2uuzuenmJ8lk8nR1pfn5WXdw1eVTAXj4kdd57vn/MWH82nzvO/syenTdRzrW2XNauflsyjCxAAAgAElEQVTmJ0kkohx37M6stVY9s2a18IX9t2LcWB9crjW6jvPOv5d83mekzOdDZs5cwGOPz6CyMs5WW66Dc+6jfAwREREREelDgdoAWlu7CQK/t8sMWlu6AZg1u4Vfn/c3Mpk873/QzA/PvI1rrjz2IxtnJpPj5G9cT3t7CoB773uJ35x7GOMOauTtt+azYGEHI5tq+NdDr5LL9ZYVCAIflJ3967sxgz13n8hp0/b6SJ5BRERERET6U6C2mFQqy/RXPsA5n9ER4CtHfBqAefPaSsk5zIx5c9uGvP+ZMxfwx5ufpLIqzleP/ix1dZX9rglD47nnZjJnbhuZTK5Y6BrSmTynf+dmEskY+XyBMDTOPutg1l23iUQiSiaTJxIJ2HzSWF57bRbpjN/P9rf7XmTaqXtqVk1EREREZJhQoLaYn/3iDl548V1yuQLxeJSzf3kwhnHHnc8xceLaxGIRYjGfgn/vvYd2X1dnV5pTv/kHuroyBIHj2WdnctONJ/a77hdn3cnTT78NDnK5sOxcaEZXV5pCwUdvN/zhcc4758vMmdvGk0++xZZbjOPgg7flq1OvKt1TV1elIE1EREREZBhRoLaY6dM/KC0TjEYDHn9iBvfe9zKhhRQKIZFIgJlRWRHn+GN3HtK+Z89upVDwgVcYGnPmtnHLn//Dlw/ZvnRNKpXlscffKAVi8ViE+rpqmlu6cM4RiQSlNiKRgPa2FPsfcAHVVQl+9pMD2aRYSuD7392Xy698iMrKBGd8d78hfQ4REREREVkxKni9mPU3GFX6vrs7y9PPvkM6kyObLVAoGNlsgXw+JJ3J8c7MBUPa99gxDSw+sXXvfS+XfY7HoyQSsdJnFziuuPxrTPvGnkzeZl3MrLQUsqmpirffmU93d5b5Czr4/g/+XLpv55024+Y/nMTVV0xlwwEKeYuIiIiIyEdHgdpiGuqryj5HIn6pY4+eQKpQCBk1cmgLQVdUxDnpxN3Kjq21VnlWyUgk4JyzDmHMmAZGj67jZz85kLoRlXx+v62YNbuVTCaPmREErt+yyPaO9JCOV0REREREVg4tfVxMQ0M10WhAPh8SjQbMmtVMGBqNjdXsvdckXnllFh2daY6fujONjdVD3v/77zXjHKVZsYb6/slEJk4cww3XHt/v+Abrj2LunBbyBSMMjZaWrrLzG2+kmTMRERERkY8DBWqL+erROzJjxhzefGse+XyhFDC1tXWTy+Y56EtT+PSnNlqpYwgCv88sCByxWPmPqLs7w/vvNzP9lQ+47+8vM25cI986bW+qq5Oc/q296ehI8eJL7xGGfglkEDgS8SjrrjeSc88+dKWOW0REREREhoaznkhkFZg8ebI9++yzq6y/ZZVKZXn0sTeY/sosOjpSPPLIGyz+dpKJGCefvDv77rPFShlDc3MnJ596Ay0t3dTWJrnkoqMYWVxiOXduKyeefD2ZbJ50OgdALBZhu2034Oc/PdDf39LFUcdcTiqVJRqNsM3W6/KrXx68UsYqIiIiIiLLxjn3nJlNXtp1mlEryuUKnHjy9cye00I+35s1sWcZYk8mxXQmx0MPvTroQC0Mjfb2FDU1yVINtoH6vvlP/+G99xay7+e25A/Xf53W1m7q6irL7rnjzufp6EwThlZ278z/9SY1aaiv4uILj+TOO5+noaGKQw7ebpnfhYiIiIiIfLQUqBXNnLmABQvbS0Ea+OBsn703Z711R3L1NQ+TyeZJJKJsttlag2qzuaWLb5x6AwsXddJQX8XvLjpqwH1tZ59zNw8/+jpm8OhjM7jskqNZf71R/a6rrEoQiQSEoS8fEAQQj8f6BY3rrTuS06bttSyPLyIiIiIiw4gCtaLGxuqymSqARCLKzp/dlClT1ieRiPLQv19jwoS1OfrIHQbV5p/+9B/mL+igUAhZuKiDm25+glNP2bPsGjPjkcfeKO2Fy+UKPP/8/3j4kTd46+15fG7vzfnMpzcG4OAvTeG552Yy/ZVZrDOukd13m0B1dYIZb87jmuse4bBDt6eiIr7iL0NEZJDMUkCAc4mPeigiIiKfKArUgGw2z1XXPExlZYJYLEJtTZKNNh7NXntMZMqU9QH4/H5bsfNOm3HR7/7JN6bdyEFfmsJuu04otdHW1s2VVz9MW1s3Rxz+aTbdZHRZ4GdGv0AQIJ8P+x1/4cV3ef6Fd8lk8jz//P8479dfZuKEMVRUxLnwgq/Q3Z3h0t8/yIP/eoUPZrWQzxeIRiO88cYcfq2EISKyioSdV0Dn/wEOq/khQdXhH/WQREREPjFW60Dt+ef/x9nn3kNnZ5p83he0TiSiHHLwduz/+a37XX/6d//I22/PxwzOO/8+xo5pZOON1wTgjB/eyltvzyOfD3n+hf9x4/Vf59BDtuORx96grS1FbW0FRxz2qX5txmIRtt5qHV7+7/uEodHUVMO8ee1kMnnAB3czZsxl7NhGHntsBnV1FTz5n7e4/4FXyOUKpXZyuQLTp3+wkt6UiEgvKyzA8m8UgzT/3yo6folVHohzybJrw9Q90PErcEnciPNx8a1W/YBFREQ+hlbbQC0MjR/95PZS9sQemUyeDz5o7nf9E0++yVtvze9zf8i77y0kmYxx7fWP8saMOaXli4FzfPBBM5tPGssfbzyR5pYuGuqrlphM5OyzDuGBB6eTyeTZffcJ3H77s8Xi1TmCwLHxxmty3AlX01EsWJ1IxMqCNPAB38SJY1bklYiIDKgnO7BzDss8jrWcCC6gFKQBkMfSD+Aq9uu9r7AQ2s4AMv5zy3Ew6hmcc6tu8CIiIh9Tq22gls8XyGbzZcfi8ShB4Nh9t4kAzJgxlz/f9jSNDVWEi5UxMDPGj1+bk065ns7OdClIcw4i0QjrrzcS8JkjRzbVlN2bSmW58Q+PM3deGwceMJmJE8awz969CUGOOvIzrLnmCGbOXMBOn92U7lSW7u5saZYtk8kTjQY453DO8antN2Ds2EYOO3T7IX1HIrJ6MUtjnZdC4T1c5RG4+BTC7juh/ceAYbU/g+4bgTS+dkkE6PNHo7YfYNH1cLEJmOWx7NNAn6DMOoGweJ+IiIh8mNU2UIvHo+z7uS24/4FXcA423GAN9tpzEpMmjWXsmAYWLuzgtNNvIp3OEYtFWHedJhKJKJlMvhh8VfPN028ilcr1CdIcBx80hS9+YRuqq5NL7PtXv76bp59+h1yuwBNPvsXmk8by6muzSMSjnP6tffj0pzZirz0nla6fNaulLBsl+BnB44/die2335BxYxtXyjsSkU8msxDn+s/wW9v3If0gkMHS/8DiO0P2EaC48qD9TIhOwAdfBi4OJMBa/XkXQH4GFt0IW3QY5N/Cz6bFwUUgeQDOrT5BmplB9gmsMBusA8IUrmJ/XHTsRz00ERH5GFitC16bGa+/MYdcrsCE8WuXlibm8wV+cdadPP7Em6VEH5UVcc788Rd58sk3efa5mcye01oK0CIRRxAErDOuiSt+/9Wl9nvgQRfR2tY94Ll4PModt08jmYyVHb/3vpf4zW/vK32OxSLce/fpS1xOKSKyOCvMw5qPhsJMiE3BNVyJcxWl8+H8HSCc3+eOYkBWEi1+Zfzx+A4Q2RRSNwFZvw+t6R7Iv421TgPrKjZTi6u/HGJbr1bLHsPOi6HrKrAMfiYRoBJqpuESO+KiG36UwxMRkY/IYAter9b/ynfOsdmma7H5pLFlAc8Nf3icp55+pywbY2NTFV1dGcaOa6SrO1MK0iqSMTafNI7q6gTt7d1ccukDzJrV8qH9Tp68LvH4wJOZFlq/fXMAn9tnC044bhcikYBYLML3vrOvgjQRWSbWcR4U3gUMci9B983lFyQ+C/RNs29ADIgDSYisRylIA7ACVJ+IG3EWrvpUXONfcJG1wVWD9VkFEDTg4tusVkEaAN1/BEvRG6QBdEPHb7CFB2LZFwa8zTIPY13XYfn/rYpRiojIMLVaz6gtyffO+BPPPDuz7FjPvy8ikYBoNIKZ4ZyjsjJOKpUlleoNrioqYlxx2ddYe+36AdvP5Qr89c7nmPHmXB599I1SYpBIJGDHHTbmzB99cYljKxRCnHMEwWr2Dx4RWSozw7oug/T9EN8WV/NtnOudnQ9bToTMg8VPUag6iaDmlD7357Dum6DzcrAWSvvJ6i7ERTfE0n+HzsvoSQ4CMQga/Syaq8E6L4DUXyCyAUTXhdRtENTh6i/HxSb2H2/YirX9CPIzoeoogspPVnmRcNGhkHuR8lnJPlwj0A2J3XAjzsW5KGHXtT6bphXARXGNd+Gi41blsEVEZCUb7IzaartH7cPsvdckXv7vB2QyvcFXTzybz4dEoxGO+spnGDmylk03XYuvHXtl2f35fMhTT7/NgQcM/P5jsQiHHLQtAM/sMZM773qOysoE++y9OVtu8eG/kDWLJiJLlP6rD7JI+eWHQS2u+uTSaVf9DSz7FH5/WRWu8pCy252L4aqOIYxOgJajikcL0HkxruluqPoalnsZMg/5NshB2A6Zh8FVQvf1fgYpbAYyuNqfQ3JXXDDwH62s9XuQfRTIQ/uvsOhGuHj/0ijLyiwH+bchMgoXNGC5V7HO34Gr8cFrZOQK99Gvz9yrWNc1fvaw+hu4oAZXd6F/xtzTlCVdASAAawbM7wuM/xUqD4bU7cVZOMCcfz/RI4Z8vCIiMvwtNVBzvijOI/j1MFHgNjP7iXNuPeAWoBF4DjjSzLIrc7Cryi47j6europLL3uAt99Z0O98Pl9ghx02YeyYBsyMLbYYx4svvkuh4KO5SCRg7CATfEyZvB5TJq83pOMXkdWT5d4Aiv/IJw256WXnXWw8jHwYCu9DdP1+Nc9K19GFuWTvHrOC37fmXBJX/3vCRYdB7gUgBGcQjPSJQ0rLHfOQewHLvQadF0DTfbigpn9Hhbcopfh3QP5/sIKBmoVd2KKDIJyDz1R5HrR/r/gsESw3HTfyb8vebmEWZF+A2Kb99pZZYRHWfESxjxiWewXXeBMusiau8XqsMNcHipYHy0H+ZSh0AouKLWQhLC6Zj27m3wNZIICI9rGJiKyuBjM9kwF2NbMtgC2BvZ1z2wO/Bi4wsw2BFmDqyhvmqrfVlutw/LG7EI+XZyhzDo6duhNjxzQUPzvOOesQvvud/dh80ljWX28kx03dScGXiKxyLrkXkKS0r8wSxRT5fa4JanCx8UsM0gCIbQtBA7gqoAKqyv/z7kac5wMKVw+VU3GJ7SG5O7hk8R7wM24psG7IPeePpB8kbPsRYfedPiNixZfBVfSOOfGZFX8J6X9AYbbv11LQ+Rt6SwQUoPA2y7rk33IzsIX7Ym0/xhYeSNhyEuH8nQhbpmFhdzG7Zc+v0xzk/lt2v4usSTDilwR15xDUn49rvBNcpm8PULG/v7b2p1DxeZ9ds/YHuMR2y/ESRETkk2CpM2rmf6N1Fj/Gil8G7AocXjx+PfBT4LKhH+JHZ8qU9Tnp67vxt3tfIgyNxsZqvviFrdl+u/K/cEYiAXvsNoE9dpvwEY1URFZ3lp8Jlob6ayH1Z0j/DbL3Yc0PYiPOwSU/N+hkHi6ohMa7IPskBCNx8S3Kz0fHQN0Ffm9Z8ZyLrAlNf4fc01jHxVB4Bwj9LFJkDJZ+CGv9JpCG1N0YGYLq47DYZn6GL7ELLrLGwM8WtvrkJ5H1lr5fK6jwf1EzAAeuDlxncTlhFOJbld6DWRpSd/lxJvf3zz1Q/+k7feDXI/Mvf09mEdb5f7jqE3veDBCD2CSs+xaIboCLT+nfXuE9KFuAYhA0FZuI42JbQ3RDSOzy4c8qIiKfaIPao+Z84ZvngA2BS4C3gVYz66kY/QGw9hLuPR44HmDcuI/fhuj9P781+39+xfdMiIisLGH3XdD+I1+rLKiD6Hj80jmADLSdjnVfDw034lyi3/2WfRZr/ba/tuaHBBX74YIqP0s2UH+pu6HtB+CK6fqb7sJFRuMijRDZB2JbYm1nQGEuVJ2Ei25I2H0LkC62kILMv6HyEFxihw99NivMxRbuD+R90Fd/6Yffk9gT4vdC5p8QjMLVnQ2uGuu+FRdUQ+WXfbtmWPNRkHvd39d9MzT+dcD6ci4yFiNZHH/fIt9ZyM/0e/Aab8O6/wgEkPoz1u5n1azqBFz11PIZzPT99P58gGAMzvlfx9b6bf9uyPvU/k33+3GLiMhqZ1CZKcysYGZbAmOAbYFNB9uBmV1hZpPNbPLIkUO/gVtEZLXXdTGQ9nukCnPxMzsVfS4IIf8GpO/F8u9h2Zfo+TubmWEtJ0A4G8JF0HYGVlg0QCfFlrquh7ZiUGddfqYpfW/ZNS4ymqDhOoKRfyeoLC7pi2/XZ0wVEP8MZmnC9nMJW07AMo8M3GH6HrBO/0Ua6+y/cMPMfDKP3GtAQFB/MW6NVwlGPYqLboCLrEFQcwqu6pjegMnainv40v4r/85iNeT6qDgYKg6AYE1fN67s3IH++aLrEdT+EBdZy+9D62m360Js/o5YYW7vPcWloCXJPXq/z/wLv88wB5bBUncQNp9A2PYjP7MoIiKrjWVKIWhmrcBDwKeAOtfzJ0AfwM0a4rGJiMhguLo+Hwo+AKk+sc9+Mc8y/8EW7oe1HI01H+bT8Vu+GASVGsPyr2KdV2Cpe8r2c5kVoOPXlKebD3wykb79WA7LvYIV5vW2mtwDRvwKkvtCzRm4ysOxtjOh+0bIPIS1nOKDLTMs94b/MoOgET+L5cdGMKrf41v7D7BFh2GLvoy1n+mvdJF+15W/s2r/Vfoch6CesPtOwpavE3ZehRWTozgXIRjxM4JRj0DZjFsMso9hYVfvoeg6fcbbM8A2rPOK3s+JPegNWpO45K597t+g937LQ8e5kH0IUn/FWk768GcSEZFPlMFkfRwJ5Mys1TlXAeyBTyTyEHAQPvPj0cCdK3OgIiKyBNVfh9aTKAVQ4Rxc1QmQ2AFrPhosA9FNi7M1aX9Z/i3IPocL52MElJbzuWponeb3bxGD3Ku42u/26Wyxv+8l98KiW2Adv8NFmrDkftB8mN93ZgUseQAuuhZUfJGgYl+o2BcLmyH1V8g+Tqkmmwsg95qv45a6m1Jh7WA0kOvT/WLBZ9hc3GdWvCZ1O1bzHVxQ689biHVdDdmnILlHqVabc1Fo+APW8UuwAq72B5B5HNrPxC/NfBIjxFUfX/68QV3xHYS+z9SdWPYZv/zTJXGJnbHqk6Dz/MV+SH2C2+TeEM6DcCEuuR8uvm3plKu/Emv/pS9xkNwZOi8p3pqD/Gu+pcJsrHWaT5pSeTTB4mMUEZFPhMHsURsNXF/cpxYAfzaze5xzrwK3OOd+CbwAXL0SxykiIkvgEp/GgqZiivcIxLYAa/dL9RpuhEIrxLeHhbv5JX8AlsXyb0KhhbIaX0GdDwDI+6/036AYqDkXwWrPgvYfAKHff1Z1BLZgT7AujBik7iwGacXkG+lbMKLQdR2MvB8IsYX7QtiN36cVLfZlWHSDYqDUJzAL59AbHJpPcFImQW9WR/zzu3jpk3VdC52/A1KQfcbXlkvu458ntjGu4YbertL30VveIAXZ/1DcYt37rmt/hrUcW0yWgn+GcAFkX4Jihsag+gTCzBOQ+48fMwmoPtWPJ/8eLDrQvz8Kflll3/YjI3H1F/prw5biUs8AiEF8R3+89fRiZskQui7B4tvg4tsgIiKfLIPJ+vgysNUAx9/B71cTEZFVzCzrlw5mH/dBWMOfIPUXXFCNFdqw+dvig4QASEDiszDiAmg9GWyBP9f5G4jv7lPkG/5Y5cHQcUGxlxjENiv2VwBrw1XsDxWfA0KcSxT3lhWDDgqQe9VnXSyTxyfeeN0Hk5amFBC5Kqg4BlexH0TWwRgoM2VPfbYAouW/jlxQhY04B9p/DDioPas8cUfuGfoGX5Z9sRSoLc7Fd8S6bsDvL6soLlFc7JroGNzIvxMu2BMK7/p3ZgVYLGOla7gK0v/ArNvPmhUzSlrq9uJSU/9M1nUFLj5wwmSfpOQvWOqvuKARegqUF+b0eSeuuC9RREQ+aQaV9VFERIYX67rOz3aRgfTfIbouQc2phGEO5vctFRLil/I95GujRcdCrt3fZ3nIPohrvAuyT/tizrFJhPnZPsV/UA81P8Ty72PNh/kgKzIO13gLLhjhm49u4AMVAGIQnQix9SB1O36myygFcZFxfmll6foIRDch6LO00mp/Du3fX+xpe2bdHETq+72LoGI/qNhv4BeV2BsyT/p3QBKX2GmJ79QltoP632OZh3CxrWAJAR2Aq/+9z9AYtkD1NFx03fLzLgYV+5XCTsvNwLr/UJytjOJnE2MD7O8LyzJPuug4XM208s6rjoWO8/xyUVcNS8mcKSIiH08K1EREPo4K71Ha30UG8u/5b/vW+yqTh9St/n9LHARr4aLrFJNggOVegdSfgDSEOWj/CRbUQ7gQCKHwHtZ9E67aJ7ZwkbWh4Uqs8/cQWRNX811cUIfV/gLCRVjH2RA246pP8nXSImtgtT+BrsvxRa53x8Lu0oxTUHkgFl0fa/spkCvurbun56GLxaUHL6j8IhZUY9kXcIkdfXHuD+ESn8YlPr3Udl10fVzTXwY1BisswJoPLf5sYhCM8Bkzo+NxNaf7a8IOrPkYyE/HopvhGq7DBXUDthdUfQWLb+GDvvinSvvxRETkk0WBmojIx5CrPARL3U1PYgtXrA/mlxX2zGT1qAAX8/vW+oqOx9VdWH4sP5PerIV5yL8J8cl9LjAwK7vFxbfFNZSvhHfOQaQJV7d4Ug1wFQdiqb/47JSdF2Ppu8tqmLn4lriRd/jecq9imQd6n6fi0CW/lCVwyd1xS6gJtzzC1D0+G6OrxNWdj4tN+PAb8q/jf04GZMFSBGu82Nte51XF5CPFmcb8m1jnpT7ByRK42CSITVrRRxERkWFMgZqIyMeQi20OTXdD7mWITSwtvXP5FzFX6WdsAIjha3LFF2sh7oOM6LjFDm/nC2db3P9vxYE+sMo86duMrImrOnzFBm+dkHuB0uxe/m1fkDs63i8/LHvO8dB0u8/aGB2Pi/fbMr1KWWEutJ1Bz2ymtRyHG/XEh98U3YTehC1xiE4ibPuJn2Gr+Dx0XkRZQhfyfX5+IiKyulKgJiLyMeWi42DxQCu6UfkesGJGRegANwZsNuCg8jBcdP3+bUZG+gAwfT9E1obErn52bNSjviB2MHLpNcqWOvDK4l61ngLOWej4Pwyw6lMIqo9b7Dk3hOiGy9WVFRb4LI35tyDxWVzdhTi3eNC6DMLmYiDb+zlsPxeCelzVkeWJTHrGHxkFDX/Eum/wdeBS/ygmOSlA+gFYPIGKq4XIJoQLvwTRsbjan/jEIiIislpxttgSlpVp8uTJ9uyzz66y/kREVkeWeRTrugrC9uKyu2LgFtsRqo8DV0MQX8pyvaEekxmQKwVJlnsDa/+5T21fmIvPtAgEa/rC0kMkbD0d0vfi30ESV3sGrvKw5W7PLI8tOgQKM8F6sl3mgSjEtyVouGbp98+bQG+kV+mD0MJbPsCuONRn1Ww+Bv9OohDfjqDh2uUes4iIDC/OuefMbPLSrtOMmojIJ4xPmrEjVpiHLfqiL3htBQg/gNavgxUIa84gWM4ljGZZX5+sMAtXeehS92hZ/i2s+UgIW7D4Z3D1v8fFNsE13oRlX/LnAIj4zJBDKexbJy6PhW0DFgAYLOei0HgLZB7HCh9Ax2/xGRyzfnnmIO636MRiAB2CS/gC2HRDYh+C2EZY+j6sNGuXh/yMFRixiIh8XAVLv0RERD6OXGQNXNMDuPproe4cCOcXMw9moPP/lrtda/u+LyKdugVrPhwrzCo/b3ks/zYWthWv/6lfMkgI2WeLM1zFMca3gJrvQ2QsxLfD1f12+ceVn4l1XY2lH+ptv/oUXyfOVYOrxVUcsNztl9p0cVxyF1zFvn1WLUYhutng7m+4HqpOhIojfXHuzguh8+ren0lsCn7ZahyogOQXVnjMIiLy8aMZNRGRTzAXVEF8C8gFvmh1jxVJ6Z59kt7SABGfvTGyNmahD+LSdxbPxaH+cvwSvp6lfgaWLWsuqDocVjBBieXfxRYdAJYDoljNqQRVU3HxraHpAV/OILoJLqheeltmPrlJ+u8Qm4yrOc3PpC3GBQ1Y3UXQdb0vc1D7zUGN1QXVuJpTsNx0LH0rpXeZeZCw0IFL3wOVXwGXxEXXg8SeA4wxBGsDN6Ks7pqIiHxy6L/uIiKrARebBFVTgSQEo/un5V8WsSlAwn9vBYiO999nHizOllnxK4N1/Aoqj8H/unEQNEHyc8vf9wDC9EPYws8XZwtzQAq6e2ucuchIXHybQQVpAKTvg84LIPc8dN+AdV46cL+dV0HLiX7Jo8uCG7ju2RJF1sIXJC8dgOZDsI7zoesqSN0Bid19Mpc+rDAfW7g7Nn8HbOEeWGFh77nME1j3bWXHRETk40mBmojIaiKomUaw5ssEox5eeu2vD+HqzoWq4yF5AK7hBlx0rD8Rtg9wcQV0nIcPSKxYODu33H0vziwPrdMoJSMBIA4r8HyWfxUsVfyU9iUQ+vVbgM6e/WkZSN1bLEI+eC5ogNpf0bt+MgeFt317ZKEwyy9XXbzvzt9DYU7x+jlY15UAhJ2XY60nYu2/wBbuixUWYdnnCRfsTjh/R8LUP5ZpfCIi8tFSoCYiIsvEuSRBzTcI6n7t95j1SO7p08+XCmZXQ83PIJzb5+YACvOGcDQFygM/B4ndofo0rPNKrOtaLFy2mmQusRuQxP+KTEJy/4Guovc5AczvN1tGLjLalysoU5x9dEkIGge4q+8snPV+7v5jMcBMgaWw1m/5RC2F9yCcB23fxsLmZR6jiIh8NLRHTUREhoQLamDkvZB7FQuacJGxQB4LRhZnhgJwTRBdb+j6dAms8kjovgUfpO0MI86DRftghTm+z9Td0Hh7vyWES2wzvhU03AjZJyA2CZfYYYB+A2zEudD2HSCE6pN90KJCeUQAACAASURBVLWsYhMhWBPCOYBBYm+wdrAQV/udAWu+ueqvY5kHIWyDoA5Xdaw/EV0XsvPxwWsack8udqdh+Q9w8QYAwu47fVKYyBpQdzFBRLXaRESGE9VRExGRlSbsuqG49DEDRKDiUIIRP12hNi37ok9aQhZX82NcchcsNwPI+f1yhff9njV6li9GcKOeKdujZpYCApxLrNhYLATCAZONWPpfWOpWiG6Gq/76EgttW9gN2Ud9oev49oMKKM3yfhlp0FTqO8zPh9ZT/JJJa6c34UuPCLhqXONfsXAhNB/Se8o1EazxxCCfWkREVoTqqImIyEevMIfegKFQ3KO2/MwMa5kK1uE/t06DUY/iYhv3XhMZ5ZchWhqfwKQRXFXpfNh5CXReAjis9icElb0Bi4UtYBlcZM1BjcdnXOy/iyDMvACt3wBykHkUs1Zc7ZkDtxFUQnKvQfXX228U+ozRrABtp0Nhhk/w4q+iN9smQAGsA+u8CDIPlzdoCzGzQc86iojIyqdATUREVphln8fS90N0Q8i+DPnpUPEFXOWXsFRxWaIVcFXHrGBPObDF9pyFLRCMKH10LgkNf8Q6zwdiuJrvlAKQMP8+dF5MaV9X+0+xigNwLkbYeQV0nu+fJzYF13Dj8gcuXZfRu3cuC5lHl6+dAZjlIP1PIITknn5WMP8K5P9bzHwJEIPIRj5wKxMrZuYsL5Hg0/wrSBMRGU4UqImIyAoJsy9D81eAPH4WJwAK0PkWRMbgmv4Ouf/6OmY9GSKXk3NxLLmvLwUAEN0UIuP6XxfbCFf/+/4NdF5OeTIOn43SzKDzN72Hc09j2YdxiZ2XOiYLO33w4yohuQ/ORfpngIysvdR2BsPPKB4H2Rf9q+6+ERpu8csmrc9zBbWQ2BG638H/XAACiE/25QTKxjYe6i8bkvGJiMjQUaAmIiIrpvMqeoMBwyezwBe2zr+JS+6KBQ1+CWDhXSw2Bdq+C5l/Q2Q01P6MILHdoLtzI87ziT4sC4kdfGKP7EuQewZiW+DiU5Z8c/h++ef4p3AuTpj+T/9r83NK5eKWxCzrC20X5gEO0v/A1V9cDJI+wM9cRaHqpEE/34d32AHZp4G8f9W56VjuBYL4NljNNOi8CFwVru4iiK7vk44UPoDIaFzDLRA0YS3H+3cF/n3VX6fZNBGRYUiBmoiILLew/VzI/n2AMzEgComdMQux5qMg/5o/FdkA8jOADBTegZZjCEecR1CxH1Bc2hcuKkuU0ZdzAfTJxGjZZ7DmqfhgMYqN+BWkboXcdB8wVX4NZ60QnwIVh/rZKApAgKv5rm8znI0tvqer4wIssR0uuv6SX0D+LQgXUKrjlvmn3+tV813M1fglickDcbEJhJ2XQdiOqzwCFx2z1HdrYTMU5kJ0w95EJK7S16Yr7tGDPDQfgzVcS1A1tVjUvI+mf2DZZ6H9bKxlKq72x7j6y4p71EJI7KwgTURkmFLWRxERWS6Wm44tOoLe7IoAUag8FhcZAfEdcbGNsfy7xSyMfYtSLxYURTcjaLoTy7+PNR8KYQdEmnANt+Ei/WuJWWERhLMhujHWfg6kbuo9GYwt1m7L4ZdhBuASEIzENd7hA8bca5DYHhfdsNjeQmzB54B2ypZGRjaF2Ka45J645O79xxE2Ywt26VMgG6g5k6DqK2XXhYuOgNxLQN7vBxv5YCkLZfnSyb1xLoplHsdaT/LvKVgD13h77/W56diirwGtvR3EtiFovLn/+CzE5m8H1lZ87RW4kU/ggqp+14qIyKox2KyPKngtIiLLx7qhbDYmBiPOI6j9Fq5qam8mxqBusRurgIo+nyMQ8TNM1vU7CJvxs23zsO7r+neb+Q+2cFes+Shs4T4QXb9Pe8li4emeRB4hfplgl5/5yj6Fi2+Dq/pKKUgDcJEm3Mj7+u93K8yA9B2+ePQACUFc0AAjLsUHnkUd5/hAsq/cc/hlkCFYN1acXexZOmntv8Tafoi1ftMf7zjXB3/W7WfV0v/o7TM2EfoWGgfIz+43Nt9QCqyzz2crvl8RERnuFKiJiMjyiW0N0Yl+KR4Jv9esYt9+l7lgBK7uQh+MRdbHNVwLTf+CxJ7gGiA+BTfiF8WrA8qCngF+TVnn+cUApAsKC/w11SdAdHOoPBqqvznweC2ESNMSH8dFGovLGPvqmV1LY9mnB74vMWWxcTrKZw/xM3MlGWg/mzAMsa4boTC7eH0KMvf7xCauitJ7cA6CyvL2EnsCkd7+EgPvy3NBFcR3KC6ZrIToRsuc2MTy7/vlpZZe+sUiIjJktEdNRESWi3NRaLjB7zcL6j609phL7oJL7gIUly02H+IDlMho3Ijf+pkpwFWfimWe8PXWImMGTufvavGBUQgEuKAaV3EEVPuEHWZZrK0K6Enj35OJMou1/RxL7oaLT8bFB1h1ElkH8q8X247ig6EMkMTFB0544lwcqzoeuq4BChDUY5npuMo+AVHNadD6dUqBX/516LoQuq6ld/bPQbCm3zM24pdY81chnAfxzxYDsz59Vh6I5V+C9P1+aWbtjwd+8VDck/YAWB6SexRrvw1OmLoX2r6PXz5ajdV+D5fcHecqlnqviIisGO1RExGRVSpsP9unlS8m/6DycILaH5XOm4V+T5WrGzDRheXfx1q+6rMZJvbA1V3QL+mI5V7F2n9JqeB15kF6A6IAiPv7kruV31eYg7X90M+sVZ3ix5F7DpfYC5fc9cOfq/VMSP8Fv8Qxiau/EpfYDsu9gS06hLK9fK7ef4Xv9ByAyLq4+stx0XXL3sXSAiuzFNb6bcg+C/FtIVgbCm/hKg/FJff40HuhuEcu+6hP3rJYxsxwwR5QeLfPkQhE18c1/rU3wYmIiCyTwe5R04yaiIisWpanN5FIWPzcy7nABzFL4KJjcSMf8NkVl5Cx0MXG4xr/6HtomUZvkFbskzSWuqNfoOYio3EN1yzW2iGLDf99rOM3QB5X883evW751+gtJJ33yUMS22Hpu+kXpDVcB63fLu+m9gdlQRowqNkv6/x9MYtjFjL342cQC36pZsMNuPiWS7437MIW7e/3rZlhVVMJak7tvSBMLXZHAfKzfEbN+NZLHZuIiCw/7VETEZFVylUf52e5SPpZnOoTlq+dQaaVd9UnFPd89Z0BSkJs4jL36UsNHA6Zf0DmAWzRYZhlik3uTm9SkygUl0q6yFjfHwAJqPiin1EsvN23ZchOX+bxAMU9bj0BYkipjh0ZrOWrhAsPxPLvD3xv7jkIW3zSElLQfUPviAoLwQZKPJKHYMl7/UREZGhoRk1ERFYpF1kTRj4E4XwIRuFcbOX2FxsPIx/Ecu9A9hHIPA7x7XGL1xwbDOvyNd569ppZBgoLsMgoCNaCigOACK5ib1xPZsaKgyD3ul9+GdsaV3MatmBPysoAEIFl2DtW9nxVR2KZf/o2LE1Z8XHrgvyrWNu3cI239r85WBOsJ7BzvgB5z935NxcbY1HlVFx0XP/jIiIypBSoiYjIKudcbJmzD65Qf0EDLtEAiclQ862yc2ZZyD4Drro3uFpiQ9U+c2L+bcAgMgoL1oDmI3xSFQPiW4HlCZuP9oFQ5cG+Tpp1+OCUAOLbQPoBSjNhkbG4yq8sud8BmGXBunGxzaHpXsi9huVnQ+e5ve0CEELuVcLm43zB6z5BlottjNX+CDov9WUUqqf5guPZx6HlGwwYqKVvg9olZNYUEZEho0BNRERWW2Z5bNHhxWWIIVZxJEHtt5d4vXMOGm7Cum8BCrjKQ8EWYrnX8Nkhgex/sOyzxc/RYsbFTsAg9wqk7saNOAeLXAL5d6HiAFxi57KlnGHqH5D6M0Q3xdVM65e4wzJPYa0ngGWxxE64ut/hkmtD/i2ss+/MXE92zBxkH8EWHQQjH8QFNb1XVB6CRUZjLSdD2zexyBgIRvY+T7+X1j3Y1ysiIitAe9RERGT1lX8VCm/5JYKWggEKbC/OBdUE1ccSVJ+AC+r8TJSL9LkgTu/fQYvFtkvJUwzI41ySoOZ0gvqLCJK7lAVpln0e2r7jMzF2X4nNm4xl/l02Bmv/YTFgykP2Scg+4buObgjVJ1P69R7dkt79cQbWii36kp8169texzlAulhg+4Pi/X2XpDp8qYLEkuvUiYjIkFKgJiIiqy/X0GePFhCMWPYmXAWu/mqIbgbRCVB3KbieGmwVvg6aqwaSEF0Hkvt/eIO5VyhfcpjGWk4lDNP0ltTpU1rHKL++69rez/np4HpnzwC//DL/v8UeYrGC2hUHQHJPcGtBfBcYcRk03IZrupeg6qgPH7+IiAwJLX0UEZHVlouOwWrPhI7zIajG1V2wfO3Et8E13Vn6bE13QOounx2x4kAg61PgB6OXnnI/vj39/46agflbYq4K6i/D1f4cazkRCP1+t/gOvZda3yWLWag8HLqv6V1+CRBZo3z8tb/CWo7xhcYTO+OSn8NV7LdM70BERIaWCl6LiIgsA7OCD2iCxn6FtodKmJ0Obd8uLkN0+EyOxZm/YCTBqMcxS0HY6Usc9N3f1jINMvf1NhbbBjfibKz9p2ApXM13cPGB66yaFXB9l3GKiMiQU8FrERGRIWaFRVjzwVBYAEEtNP4ZtxKyVwbxiVjTvZB7EUs/BN1X9BlEGvBLLolU9LvXJXfHMg8BaSAKkTG46Lq4huuW2q+CNBGR4UN71ERERAbJuq+DwlwgA+EirPN3K60v5wJflDt1E2V70qpP//Abk/v62m1BI8S3xdX+cKWNUUREVh7NqImIiAyaW+zzSv57Z9gG1rcmWgxXsfeH3uJcgBtxJnDmSh2aiIisXJpRExERGSRXdUyxUHccglG46lNWbodBE8Q2Ayr8V2wiuPqV26eIiAwLmlETEREZJBc0QNM/wFrBjVjpe7p8ge0bIXWvP1Cxb1niEBER+eRSoCYiIrIMnAt8/bUis9AXp7a0T23vEkPcXxIqDxzSNkVEZPhToCYiIrICrO37kPmnz/cRXQ8ab1P2RBERWWHaoyYiIrKczAqQvgusG+iGwjuQf/ujHpaIiHwCKFATERFZbgG4ut6PZhBp+uiGIyIinxgK1ERERJaTcw7XcA1EN4HIOFzd//mEIyIiIitIe9RERERWgIuNxzXd/VEPQ0REPmE0oyYiIiIiIjLMKFATEREREREZZhSoiYiIiIiIDDMK1ERERERERIYZBWoiIiIiIiLDjAI1ERERERGRYUaBmoiIiIiIyDCjQE1ERERERGSYUaAmIiIiIiIyzChQExERERERGWYUqImIiIiIiAwzCtRERERERESGGQVqIiIiIiIiw4wCNRERERERkWFGgZqIiIiIiMgwo0BNRERERERkmFGgJiIiIiIiMswoUBMRERERERlmFKiJiIiIiIgMMwrUREREREREhhkFaiIiIiIiIsOMAjUREREREZFhRoGaiIiIiIjIMKNATUREREREZJhRoCYiIiIiIjLMKFATEREREREZZhSoiYiIiIiIDDMK1ERERERERIYZBWoiIiIiIiLDjAI1ERERERGRYUaBmoiIiIiIyDCjQE1ERERERGSYUaAmIiIiIiIyzChQExERERERGWYUqImIiIiIiAwzCtRERERERESGGQVqIiIiIiIiw4wCNRERERERkWFGgZqIiIiIiMgwo0BNRERERERkmFGgJiIiIiIiMswoUBMRERERERlmFKiJiIiIiIgMMwrUREREREREhhkFaiIiIiIiIsOMAjUREREREZFhRoGaiIiIiIjIMKNATUREREREZJhRoCYiIiIiIjLMKFATEREREREZZhSoiYiIiIiIDDMK1ERERERERIYZBWoiIiIiIiLDjAI1ERERERGRYUaBmoiIiIiIyDCjQE1ERERERGSYUaAmIiIiIiIyzChQExERERERGWYUqImIiIiIiAwzCtRERERERESGGQVqIiIiIiIiw4wCNRERERERkWFGgZqIiIiIiMgwo0BNRERERERkmFGgJiIiIiIiMswoUBMRERERERlmFKiJiIiIiIgMMwrUREREREREhhkFaiIiIiIiIsOMAjUREREREZFhRoGaiIiIiIjIMKNATUREREREZJhZaqDmnBvrnHvIOfeqc+4V59y04vGfOudmOedeLH59buUPV0RERERE5JMvOohr8sDpZva8c64GeM45d3/x3AVm9puVNzwREREREZHVz1IDNTObA8wpft/hnHsNWHtlD0xERERERGR1tUx71Jxz6wJbAU8VD53inHvZOXeNc65+iMcmIiIiIiKyWhp0oOacqwZuB04zs3bgMmADYEv8jNv5S7jveOfcs865ZxcsWDAEQxYREREREflkG1Sg5pyL4YO0m8zsLwBmNs/MCmYWAlcC2w50r5ldYWaTzWzyyJEjh2rcIiIiIiIin1iDyfrogKuB18zst32Oj+5z2QHA9KEfnoiIiIiIyOpnMFkfPwMcCfzXOfdi8dgPgMOcc1sCBvwPOGGljFBERERERGQ1M5isj48BboBT9w79cERERERERGSZsj6KiIiIiIjIyqdATUREREREZJhRoCYiIiIiIjLMDCaZiIiIyCdaVy7LdTOepj2X4ciNtmFMVd1HPSQREVnNKVATEZHV3rGP/okXF80iH4bcNvMlHv5/9u4zPo7qbvv4b2Z31Xu1LPfeC5YrNjammN47oYQaQgokhLQn3LkTEiDJHQgkJCQh1GCKAdMN7r33XuQuWb2XXe3OzPNC8qK1ZFsytuVyfd/gnXLmzPIx4tI553+ueJgYT3hbd0tERM5imvooIiJnvRVF+6izLWwcArbFzoritu6SiIic5RTURETkhMivrWRR/m7K62rbuitH1TchHbdh1u9FYxh0jk1s6y6JiMhZTlMfRUTkuFtZtJ+75ryF2zBxmQYfXXzvKbfuq9LvI7e6nC6xSbw2/laeWz+Pcr+Xh/qOIT4ssq27JyIiZzkFNREROSqfFWB9yQEyouJoHxXHPzYv4sv9W+mbkM7m0jxyaiu4s0cW3x8wDoC/b1pIreUHwMRgys61PDJwfFu+QogNJQe4ffab2EBCWCQfXXwP/5t1SVt3S0REJEhBTUREjqjK7+Oqr16myFuN5djc1G0I7+1cS63lZ0NpHg4OAC9tWcyItE6MTOtMSkQ0btMkYNuEuVwkRUQ127bPChBmujAM42S+Ev+3fi5VgToA/HaAKbvW8kCf0a1qwxvwU+yroV1kLC5TKwlEROT4UlATEZEjmpW7ncLaKmoaRsim7l4fHC07GNIADAPya6sA+OngiWRXFLG5rIDz2nXjlm7nhLQZsG0eWjiFObk7SAyP5I0Jt9M7Ie0kvRFEuT2YGNg4mJhEuFr343BTaR63zX4Tv23RMTqBKRferSqRIiJyXOlXgCIickRxYRHQMOBlAO0i44hwufGYLjymiRuDCJebaHc4EzK6U+ytJruimJfPu4UNNzzOi2NvIMzlCmlz2v4tLMnfjY1Dsa+GX674/KS+0y+GXEhmdDwGMCS5PTd3G9qq+3+/ZiaVfh9eK8DeqjI+2L3uxHRURETOWhpRExGRIxrfrjvXdRnEezvX0i4qlhfHXk9NwM/i/N0khEXw61VfAVDbcOyRJVOxHQeP6eLzS+6nU0zTCoo+K9BoLA68VuAkvU29zOh45lzxMAHbxn0M0xbdZn2FSIf6kUS38XUbC/N28eiSqdTZFr8cciE3dhty/DouIiJnDcNxnKNfdZxkZWU5K1asOGnPExGRE+vHSz5i6p4Nhz0/MaM7/zrvlibHawJ13DjjNfZUlQLw7/NuZlRa5xPWz+Mtu6KIW2e9QXmdlwFJGfx3wu1EuD04jsOgD/5ITaB+aqjHdPHYwAlc3KF3s4FVRETOPoZhrHQcJ+uo1ymoiYjIsfr9mhm8sX0FdbbV7Pn2kbFM6tCHSzv1Y1hKh5BzAdtmT1UJqREx9dMrTzO241Dt9xHjCQ8WQ/HbFv2nPIPV6GdruOnGZZpMvejbdI9LaavuiojIKaKlQU1r1ERE5Jh9v99YhiRn4jKa/3FS4K3mle3LuXPOf9lYmhdyzm2adI9LOS1DGoBpGMSGRYRUrPSYLu7uOYJIV32xEgCfHcBn+fly/9a26qqIiJyGFNREROSYxYZFMHniHXx56QNEu8OC4cTEINLlIeDYAFiOw9KCPW3Z1ZPmF0Mv5P4+o0IqYoaZbjpr6qOIiLSCiomIiEirzcrdzi+Wf4aBwdMjrmB8Rnc+nXQfi/J24RjQOz6Nz/duYvLO1XitAC7DYFBS+7bu9knxx7Wz+ceWRSHHslI6clnHvm3UIxEROR0pqImISKvUBOr4/qIPgpUav7twCquu/TGdYhLp1OPrUaOBSRnEh0eysTSPG7oOJiu1IwA7K4pZmL+LvgnpwWNnijXFOfxz6+KQYwbQNS6JW2e/QaQrjP8552K6xCa1TQdFROS0oaAmIiKtUhOow25ULMOybbyWn/BDNo32mC6+339cyLGtZQVcP+NVbMfBNAyezLqMa7oMOCn9bomAbfPchrksLtjNRZm9ebDP6JA1aEezs6KYQ4t0Rbo8vLdzDbVWABODb83+Lwuu+n6r++Y4dQAYRlir7xURkdOP1qiJiEirJIdHMyGjB1FuD1FuD5d07EN8WGSL7p2Ruw2fFcBnB6i1/LydveoE97Z1/rVlMa9sW86a4lz+unEBH+xe36r7x6R3wWwU7Azg50MuDK5Ws3E4UFuB/zBVMg/Hrn4DJ38ITv4Q7OrXW3WviIicnjSiJiIirWIYBn8793pWFO7DMOrXX7VUt9hkwl1uai0/4aabvgnpJ7Cnrbeu5ABeq34PtFrLz8bSPK7vOqjF97eLiuO9C+7ikSVTKfd5+XavEVyY2YsnVn4RvCbeE47HdDV7f6mvhj+um02Rt5rhKR1JjYzhwvaZRFU+DTRsCl75DE7kdRhmzDG/p4iInPoU1EREpNVMw2BEWqdW33dJhz7srizh470bGZzUnp8OnngCenfsruk8gHl5O/HbATymi0kdeje5Zm9VKR/v2UBaZCzXdxmEywydnDI4OZPZlz8c/LyicB9R7jCqA/VTF2sa1vY15/7577K+9AAB22Zm7nYiTTf/iQ3nwyEQOgGzdSNyIiJy+lFQExGRk8YwDB7qdy4P9Tu3rbvSrEkd+/ByeCRri3NoHxXPmztW8v7udTw2cAJpkbEUeau46quXqQnUEWa6WV2Uw1MjLj9im93jkjEMA4P6dXtHqn65uSyfgG0HP9faAXZXmxSYt0Dtx7y6vxdfFPXD7f4vo9M682DfMWRExfHS5sVsLS/gpm5DGNeu2/H6OkREpA0pqImIyDGbeyCbN7evoFtcCo8MOI9It+cbtbetvJBp+zaTHhnLovzdbKso5NbuQ7mz5/Dj1OOjG5XWmYGJGYz95AUq/V5Mw2BV0X5mXPYQa4pzcRwHy3GotfxMz9nKUxw5qCWGRzHlgrt4eetSEsOj+O4RQuq4dt2Yn7czWFETwHJs3i+cwF83uvE7B0NcKXuqSvlw9wbGtevKgvxdeK0As3K38/bEOxmYlEGRt5pvz53M1vICRqZ15l9jbyLiG/77ERGRk0dBTUREjsmWsny+u3AKXivAwvxdFNRW8uzoa465vT1VpVw/4xW8AT8GBo4BtuPwh7Wz6RGXypj0Lsev84f4x+ZFvLNzDb3jUnlm5BUU1FZhOTYO9Zt176osodLvpUdcSnATb4/hol9iuyZtOY7TpFJkz/hUnh5xxVH78fzo65icvYrsiiLWFOfgtQI8PngiP1j0YaOQ9jWfHWBm7nYa15lcV5LLwKQM/rRuNlvLCrBwWF6wlzd2rOT+PqNa9b2IiEjbUVATEZFjsrE0H7Nh5ZTPtlhVvL9V9y8v3MuvVkwD4MmsS9lZWYzjQH0ccTiYPmwcdlUWn7CgNufADv66cQG1lp8D1RX8asUX/HHkVcR4wupHthwHG4esD5/lB/3H8c+xN/H3zYso8lZR6qvh5S1Luaf3CJYU7OHhhe9TY9Xx/X7jeLj/2Fb3Jczl4q5eTUcPPaaJr2lOA+q/JhcGVsMXdrC4y/7qsuAxv2OztSy/1f0REZG2o/L8IiJyTBpvVh3pcnNR+14ArC3OYewnLzD4/T/x8talzd7rswLcO+8dtlcUsr2ikLvnTqaizovTECxMDFyGQbjLjccwGZ/R/YS9x96q0uC+cH7HIruimHCXm6kX3cP9fUbiGPVhKODY/HXTAnrFpzIgsR37qsvYVJbPsxvm8uX+rXx/0QeU+734bZsXNy8ku6Ko2eeV19VS01BYpKWeHXUNES43JnBeu270jE3B1TBqF+nycEO3wXyrxzBen3A7vRPSAEgKjw5pY2t5YZM93kRE5NSlETURETkmnWMSee/Cu/h4z0Y6xyRyY7chADy08H3yaysB+PP6OZyf0YNucckh91b6vSF7idVafp7fMI9w083AxAz6JqQzLqMbudXlTGjfgw7RCeyqLOF7C9+nwFvFg31Gc99xmsZ3Qfte/Hn93OD+Z3f3Gk6pr4aVRfu5qH1v/r1lKXajyYU1gTrm5WUH15F5LT9bywuobSjrD/VBs9rfNIz9z8ppvJO9GsMweHr45VzdZWCL+jgxsyfrr38c23FwmyY1/jp+tOQjdlYW860ew7izmVG4zjGJmIYRDKHbygt5Y8eKk7reT0REjp2CmoiIHLM+Cen0OWQvtFJfTcjnsrraJvclh0czLKUja0tyqA34cYBqy0+YYzMyrROdYpLoE5/GxPY9g/f8YNEHbC0vwAGe2zCPEWmdjlhBsaUyo+P54pIHWJi3i65xyXSOSeDiL17CZwWwHYdJHXrz5f6t2Dick9yB7y56n92VJUB9yfwIl4eJ7XsS6wnnT+vn4MJgWGpHBiRlhDxnR0URU3atrV9r5sBPln1Kj7gU+h9y3eGYhoFpGDiOwz3z32ZDSR4AH+3dyB09s6gK1PHm9hV4rQCXi9ikQgAAIABJREFUdOjNv7csDoY0qB8RnJGzTUFNROQ0oaAmIiLHpMhbxevbV+Ax6tdVxYVFUOarDZleZ9l2MEz5bYt3d66hyFvN9V0H8cr4W5iVu50nV31FbsMIXJ1t8fdNiwh3uTENg48uvpcusUkAFNRWBce1TMOgsLbquLxHia+G7y6YwubyAkandeHCzJ7UBvzBEbL1JQdwGyZeO8Dq4v1YjhMsKGJg8N4Fd9E3MZ2BSRlclNmbKr+P3glpwRG6w7Ecm5tmvs4Xlz5Ap5jEo/azoLaSt7PXYBiwpjgHf0MZ/82lefWjjPPfZWt5Ibbj8Mq2ZdQdUnwk0uVhTHrXY/mKRESkDSioiYhIq/lti2unv0JBbRWGAV/s38Jnk+4jv7YSj8uFP1AfEgKOHdyo+cdLPmZm7jb8tsVr25Yz8/KHmNShDx/v2Uju/i3Bti0caiw/HsPkq5ytPNBnNAAP9h0dnKKYHB7FqLQux+Vd/rRuNpvK8gk4NksL9tA+Mi54zmUYRLg9HMxcPtsK2Xg6NTKavolfjyh2jEkA4Kv9W9lYmsf4jO6ck9IBgO6xyVzfZRD/zV71dfumyZrinKMGtdqAn6u/+g8lvhpMjJCpmKZhsqEkj42l+cHjxiGbarsMgx8NHM/dvUa0/IsREZE2pWIiIiLSaisK93GgpoKAY+O3bbaXF1IdqKNrbDLpkbFEuNxEujyc374nLrP+R82cAzvwWgGshiqKG0rrp+5dmNmLSFfT/b08pouO0QnBz/f0HsnbE+/gudHX8Omk+4n2hB2Xdyn11QZHyPy2RWJ4JPf1GUVaRAzDUjryyyEXBmNRhMvNqNTOtI+Ko1d8Ki+Pu6VJe5N3rOJHSz7ir5sWcMec/7KqqL4apmEY/CbrUiZl9ibMcAH1o2ouw6TIW33EPu6qLKY6UEfAsalzLCzHYWBiBpEuDwHb5geL3ifC5cbVsLF2uNuDx6j/3l2Gwff7jeWe3iOPOsonIiKnDo2oiYhIqz23YV7I3l0JYZFEu8MwDIMPL7qHT/duJNLl4fJO/YLX9E1IZ01xDgHHJmDbdI9LAeCazgOwHYffrPqSqoZqiAZwfddBXNKhT8hzVxbt5x9bFpEeEcvzY65t0ZTBw/n7poW8tGUx0e4wIl1u3KYLl2Fya49zyIyO55EB5wWv/du51zN5x2p6xafyvf5jCXcd/sfnZ/s2BadN+qwA8w5kB0fVAP486mpe2LSA7eWFrC3O5efLP8N2HP417iZGH2YLgg7RCcGKmAftry4LPsfvgInNFZ36YTkOPxgwDsu2mZm7ne5xyVyc2ftYvyYREWkjCmoiItJq5XXe4J9dhsF3+o0JbvIc6wnn1u7nNLnnpbE38szaWeR7K3mo7xjaR9VPMTQMg+u7DuKJlV8Er412h3Fpx74hG0dvKDnAH9fNptbyU1hbxfcWfsDHk+49pv5vKDnA3zYtpNbyU+n30SkmkT+OuJLe8anEhkU0uX5CRg8mZPQIOVbl91FnWySFR4UcPyelA6sbNquOcHkYeEixkAi3h58MOp83t69gQf4ufA3TFP+0fg7vp9/dbH/jwiK4tdtQXt62LHis9JAiLeEuN38YeSUe0xU8drBUv4iInH4U1EREpNV+MmgCP1j8IW7DJDE8ipu6Dj7qPQnhkTw14vLDnh+X3pXZB7IxqA8mhwacvNrK4PowB9hWXkCdZRHmch3aVP01jsOC/F2UeGuYmFlflfGgEl9NyDTAyjpvyL5wzZl7IJstZQVMyOjOxtI8frnicxzg+i4DeTLrsmCo/EH/8zAxWFW8nys69ueCzF7NthfjCQ9uGG4aBnGeCHZVFvPdhe9T6K3mgd6jeKDv6OD1h+6L1phpGLw07saQkCYiIqc3BTUREWm1CzJ7Mf3S75BbU0HP+JT6EGUYxDQKQ4ean7eTNcU5jE7r0iQUbSsvZH7eLgKOjcdwMSmzD1Hu0DVokS4PNY32KnOAD3ev4+buQ5t93u/XzODt7NVgQNKGKL645IFgmyPTOpMZHU9OdTmWY/Nwv7FHfN/J2av53erp+G2LFzbOx3Js6hr2gZu6ZyN39xpBz/hUANymySMDxx+xPYArOvVnes5Wpudso2N0Ar/NuoQH57/H9vJCHOD5jfMZld45WDVzbLuuPLthbnA9HdRPEe0el8ILY66jV8PzRUTkzKCgJiIirVbiq2FG7jYMDB5ZMpXyOi8uw2Dy+XeEVEE86PO9m/jJsk/xWX7+bi7ixXOvZ0L7r6cSLi/cy8HhMr9jMT9/Z5M2Hlv6cchn0zCCm043552da4LBzqSWNcW5jGlYAxbucjP1ontYVbSf5Ijoo4acD3atDa4Hc2wHI6T2o8P6kgM8umQqHtPF77Iuo19iuyO2B/WB7m/n3hByrNAbugVB4yIjA5Iy+NHA8Ty3fh5+x8Jjuoh0echK7kBGZOxRnyciIqcXVX0UEZFWqQ34uerLl3l6zUyeXD2dvJoKagJ1VPp9PLthbrP3fLJ3E16rfmNrnx3gwQXvMefADmblbienupyBiV9Pc4xwuRmZ2qlJG5V+X8jnxPAorukyIPh5a1kB31/0AT9b9imFtVVkRMUF41TAscmIigu5P9zlZnR6F1Iionlu/Vz+smEeZb6mm3MDDEzKINys/91mmOnm7l7DCTNduA2TqzsP4ImV09hcVsC6kgPcMectFufv5rGlH/PPLYsJ2HazbR6qxFfDFZ36E+FyE+0OIyUimlFpnUOuebDvGDbd+FP+MvpaAMr9Xt7fs54fLp7aomeIiMjpQyNqIiLSKlvKCqj0e/E1TP07yMQg0t20zD7A0ORMZh/YHtykOeDY3D//XaLcYVi2zWsTbuOvY67j7ew19ElIa3Yq4g/6j+MvG+dhAN1ik3n7gruIanhepd/HzbNep8rvwzRMVhfn8M9xN/GTpR9T5K3m0QHn0bVh4+zGLNvm+umvkFtTgQF8tncT0y59sEkZ+58OvgDHgbUluVzbZSB39Myif2I7lhTsYWBiBh/t2RC8tryulvvmv9NQTMRNXk0FT5wz6Yjf6cbSPG6d9QaGYeA2XDw2aAJXdOrXZPrnsoK9PLDgXar9dbga+ui3LdaXHjhi+yIicvpRUBMRkVbpEB2P5TRsrAyEm258doD0yFgeHzSx2Xvu7T2SlUX7mJW7I7gps+04VDWMkr28ZQkvjr2B89v3ZEnBHsZ+8jw+K8BPB1/AbT3qK0gOSMoAp35Erm9COyIblcjPqS7DduoL2FuOTXZFER2i4nn3gruO+C4F3ioKvFXBdV+7q0p5b9caru08KKRISbjLzf8M+zpsfbh7Pb9a8QW1lp+PXBtIi4ihyFc/TbFjdAJ7qkoB8FoBFuTtCt5XG/BTVldLu8jYkIqWf9+0kOqGrQkAfrPqK55aM5PnRl/DxR2+Lq3/yJIPgyOLtuNgUD8CeWH75guWiIjI6UtTH0VEpFVSI2P417ibOCc5kwkZPXio/7m4DZNiXzU3zXyNJ1d91WSaoss0eX7MdQxL7YDLMIkwQ39PmF9bCdRXavzOgvco9tVQFajjydXTOVBTAdSvUfPaAWzg832bWFWcE7y/S0wSUW4PLsMgzHQxNDkzuNF2Y37bYnnhXnZUFAGQEhFNtDs8OEXScmyeXDWdO+f+F8dxmty/rbyQ22e/ye9WTw+uWfNaAUaldeHJYZfxzIgr+cOIq4LXR7jcnNeuG1C/B9zIj57jgs/+zg0zXg2W5Yf6ipjuRv21cfDZAX62/NOQ5zdekxfp8nBdl0H8aujFPJl1aZO+iojI6U0jaiIi0mqj07vwXsOeX/2nPIPfscGpL6H/xo6VbCkv4M3zvxVyT7jLzdsT76TK72NmznZ+suzj4Mjc/ppyoL6SY03g68qOpmGQV1NBdkURvkYVHzEg0GjqZYTbw9SL7uGt7FVEusK4s2dW8Nyqov1sLy9kRFonHl38ETsri7Ecmx8NnMC9vUcy5cK7+MPamUzbvw0HhxrLz9riXAq9VaQ1KtJh2Ta3zXqDsrrakK2nI10exrTrwpWd+gePvXLerXywex0941O5q+dwAP531ZfBUbOt5YVM27eFqxvW2P144AQ2luSxsSwPxyE46nhoWPzF4At5YuU0TMNgaEomTw2/PBhIfVYA0zBUol9E5AyhoCYiIi1WXleL16qf5niQx3SFjPQEHJu1xbmHbSPGE073uGTCTDe1lh+XYdIjLgWoD2YP9BnFK9uWYxowMDGDBxe8h8+y8NkB3IaJ2zQZkdqJrJTQEv/touL40cAJIccOTlEEcKiv1nhwJOyFjfO5t/dIOsUk8udR1zJ/6p+paghSHtNFnCd04+vqhoIpB6OT2zAZk96Fyzr25YqO/UKuHZHWiRFpoQVRGq97MyBk6mNieBQfXnwPjuPw46Uf8cW+LQA8mXVZSBs3dBvMeRndKK/z0j0uJdjmCxvn88LGBZiGwdPDL+eaLgMP+/2LiMjpwWhuaseJkpWV5axYseKkPU9ERI6f93et5f81hJ5LO/bl/0ZehWEYzM7dwcMLpwSLi4QZJkkR0QxIbMf3+o9rsnH1QR/sWsdLWxbTMTqBp0dcTkpETPDc1rICagJ+1pXk8szamcG2+yWk8/exN5AZFR8SdA7nuumvsLakPjS6DQMwguvROkTHM/eK77G3qpR91WUYjsFTa2dgOw7/O+ySJnu9OY7DTTNfZ3NZPg4OXWKS+GTSfU0KjxzO+pID3Dnnv9QE/AxP7cQr42857OhXYW0VkW7PEfelOyivpoKJn7349fdvuthw/ePNTv0UEZG2ZxjGSsdxso52nUbURESkRX696svgJs9f7d/Klt4F9E1M5/z2Pdhww0/ZXlHIezvX8unejRR6q5mRu53FBXuYe8XDJIZHNWnvuq6DuK7roGaf1TshDYADtRWYhglYuAyDjKg4OkQntLjPPeJS2FyWT51t4THdTOrQm+k524gPi+CvY65nRs42frj4Q9yGi2iPh08n3U9SQ1/nHNjBnspSLsjsSYfoBAzD4M3zb2fq7vVYjsM1XQawr7qMWTnb6RKbxPmN9oU7lDfgZ0BiO5Zf8yOqAz7iPBFHDJqpkTGHPddYqa+GeXk7sRv9zvVgURURETm9KaiJiEiLuIyvR2gcnJARG9Mw6B2fxv8behGvb18eUhVyb1Vps0GtJS7p0IdFebv4ZO9GusYm89tWFs341TkXU2v52VSax7VdBvFwv3MBWJS/m4LaSp5bP7dh2maAgGMxbd9mbusxjJc2L+KFjQuwHZs/b5jLF5Pup310POEuNzd3H0rAtvm/9bP5z9ZlQP1UyUcGnMd9fUZRXlfLz5Z9RnZFETd3G8qsA9tZVrCX5IgoJk+8g66xycf0XRwqr6aCK778N37bwsbGbZiYhsFjg84PKUwiIiKnJwU1ERFpkT+MuJJHFk8l4NikRsTw+NJPsB2b1MgY/uecSXSKSQRgVFoXVhTuI+BYhLvcdG9Yf3YsTMPgyeGX8eTwy5o9v6RgDy9uWkhaZAy/GHJhcDTsoFhPOC+MuS7k2E+Wfsy0/fVrwFyGiUF9ERMTg6TwaADe3bkmuJbNNEwW5O/ipm5Dvv4u1s3itW3Lg9MoA5bNe7vWcl+fUfxs2WfMzt2O37H547rZGEZ9cZAibzW/Xvklr0247Zi/j8Y+37eZ6kBdcJSzf0Iar4y/leSI6OPSvoiItC0FNRERaZHxGd15qN8Y/rl5Mfury9hXXQaAUZbPbbPfZMGV3wfgn2Nv5K3sVVTUebm5+9AWrbM6FrnV5dw37x1qLT9uw2RvVelR903z2xZTd28IVlU0MegcnUihr5qrOvUP7lnWOyGNnJoK/A0hqNsho2CL8ncHQxqAyzDo2zBdM7uiqL4KJvUjjweXgjvUV2asqPMS6wlv0Rq7I0mJiGkY5bRwGyadYhIV0kREziCaGyEiIi3yi+Wf8eKmhdRY/pA1UA710/AOhhqvFWBpwR6m7tnAq9uWU2dZzbb3TWVXFgenXwYcm61lBQDsqSplV2Vxs/uguQ2TKLcn+NnGITEiinXX/4Qnh18WLAzy9PAruKRDb/ompPPE0IubFBY5v30PIl317RjA2PSuPNx3LJZtc3uPYUS6PES43ES43LSPiiPS5SHS5WF7RSHDpz7LNdP/Q7W/jm9iXLuuJEdEYWKQHhnLr4dd8o3aExGRU4tG1EREpEUW5e8OTrNrLNx0kZXaKVjB8GfLP2XOgWwCjs2/ty7h4z3r+WzS/VQG6kgJjybaE3Zc+jMwMQO3YeAyTMJMk4nte/LM2vopiYYBV3cewO+HXx5yj2EY/HDAefx+zUwOltzIrihu0nZcWATPjb72sM9+dMB40iNi2VKez+CkTH6/ZgbXzPgPHaITmHLh3fSKT2V3VQnjM3qQFhHDvuoyfr96BnMO7MDGYXt5Ie/uXMO3e4845vf/n5Vfkl9ThY1Dia+GjaV5jM/ofsztiYjIqUVBTUREWmR0ehem7duCzw7gMUy+1XMYSeHRJIVHcW2jfbt2VhSHTAss9tVw2bR/URWow2UYvD7hNgYnZ37j/iSER/LJxfcxdc8GksOjuKxjP7Km/jn47A93r2dQUgYbS/NZW5xLWmQMvxl2Cdd0GcjfNi2gyl+Hx3QxqWG6Y2uYhsG3eg4D4O65k6nwewHYV1XK+7vWcXev4YxO7xK8vmtsEhgEw6EDId9RS7ywcT7/2bqMdpGxvDj2hoYplvXB2XYc9lSVAApqIiJnCgU1ERFpkaeGX0732GT2Vpdya/dzGHKYsHVRh15kb1789QHHobSuNhhMfr9mBu8cZS1ZS7WPjue7DZUc6yyrfupiw4zHgGPz25Vf4W0IM5vLDO6eN5mvLv0On1x8H5/s3UhyRDTXdv5mm0ObhhEsSAJQ4qtmX1UZHWNCtxH4yaDzWVm4D58dIC0ylpsbFSc5mpVF+3lp82JqLT+Vfi/fW/g+EzJ6sLuyBMMwcJsmF7Tv9Y3eQ0RETi1aoyYiIi0S7nLzcP+xPDPiSrIrijj/079x08zX2FdVFnJdsbcm5HOUJxx3o9L+2RXFjPzoOX65/DMs++tRJcdxmLJzLb9c/jnzDmS3un9hLhd/HHklES43HtNFlMsTDGlQvx5tb0NfZ+Ru45Vty3h5yxK2lRe2+lmN/bKh2qTHNIlyh/HvrUuZ9MVLPLt+bsh1veJT+W3WJdi2Q251Ob9eNa3ZdXTNKfZWB9fPOcDW8gLe3LES0zB4qO8YPr/kATKj47/Re4iIyKlFQU1ERFple3khT6ycxt7qMlYX5fDQwikh5zOi4gg36ydshJku7uyZxeDkTFyGQbjppirgo8hbzdQ9G3h315rgfa9sW8avV33J2ztX89DCKSwp2NPqvl3RqT8brn+czTf8lCENzzwownRzcWZvNpXm8czaWRR6q9lWUcSVX/2b5YV7j/HbgO5xKSy+6odMvegeagJ+fFYAnx3g75sX4bMCIdf+etVX1DkWAcdm+v5trC3JDZ7bU1XKf7YuZVbu9iYB7tz0rqRERBPtDsOFgQNUBXzUWn5ya8ppHxV3zP0XEZFTk6Y+iohIq+TWVAQ3v7ZxyKkuDzn/YJ/RbCkrYGnBHuLCwtlTWcrD/c4lNWISz6ybyZyG0TKfFSC3uiJ436zc7cG9y3xWgCX5uxmV1rnV/TtY9v650dfw61VfsrOimP6J7Rid1oXx7bvz1OoZ+BuP5AH/u+pLPp10f6ufdZDLNEmJiAmuQYP6kv2NNwk/VOMotr+6jCsbNq92GSbf6z+W7/Qdg88KMCNnG6Zh8NFF97KmJIfP927iwz0b8NsWHtNFfFjkMfdbREROXQpqIiLSKlkpHYkPi6gPJQ7c3uOckPMRbg9/H3sDl37xT3ZWFrOvehOf7ttEuOlmXLuuRLo8wWl813QZELzv3PSurCnOpdbyE+5yNymJ31qJ4VH8pVHlRsdxuPzLf7GzohjrkEIeRwpURxKwbTaV5pEUEUWH6AR+PvhCfr92Oi7D5A8jrsRthrb7+6zL+OGSqdiOzaQOvRmc1B6ABXm7sBy7oaqmxfu71vJgn9HcOectNpXlATAsuSOvTriVIcmZ7KwsYU1xDgOTMnioYY2eiIicWYyWzo8/HrKyspwVK1actOeJiMiJUVnnZfaBHSRHRDMmrUuTzZst26b3e09x6E+YMNPFmxNuJ99bxdDkTDIaTdmzHYc3tq9gVfF+LuvQl0kd+xxT3ybvWMUX+zczLKUDaRGxVPi9XN15AOEuN6M/fj643xvUb3gd4wnjtQm3MaghNLVUnWVx88zX2FFZhOU4/O85k7ix2xC8AT/fW/QBC/J30TMuhVfG30pKo42ovQE/tZafxPCo4LEVhfu4e+5kai0/YaaLfonpdI1N5tM9G4ObZ7sNk+XXPEpcWMQxfS8iInJqMAxjpeM4WUe7TiNqIiLSarFhEVzVecBhz7tMk0FJ7dlUmhcMGgf1jE9lWDOjZaZhcFev4dzF8GPu17R9W/jdmhnUWv7gGjcDg39vXcrUi+4hzHQRsC0cIDEski8vfZCEsMjgxtmtsaRgN9mVxdQE6qdr/nHdHG7sNoT3dq1lccFu/LbFtvJCnl47kz+NvCp4X4TbQ0SjTbcBslI78utzJvHmjpW4DJMtpfmsKc4NuSbS7SHKfXz2oBMRkVOfgpqIiJwQr024jVe2LmNNcQ6LCnYDDr8aevE3GhFyHIcnV0/ng93r6BSTyD/G3hgyKre+5EBwnZsVnDHiUGdb3DXnrYbRNIMol5vJ599BcsNI1+zcHTy1ZgbRnjB+NugCqgI+esSn0jkmkcLaKhYX7KFrbBIDkzKCz4r1RGA3mpUS5a7/kVpeVxtcAxdwbEp9oVUwD+eGboO5odtg7p33Nl776yIkiWGRZETF8WTWpU2mUoqIyJlLQU1ERE6IWE84PxgwDiAYaMxDpki21ozcbby7aw01AT+bSvP5xfLPeGX8rcHzE9p359Xty/BaAQ4+yaF+KuaeqlLsRhtOHxzVKvJW8fDCKfgapkTePudNot3hWI7F0yOu4IkV0wg4Nrbj8NusS4Obew9NyeSOnsN4eesyLMfmQE0ljy/9hEcHjOe17Suosy1sx+b7/ce16h3HpHVlacFeai0/ES4PT4+4ggsztUeaiMjZRkFNREROuG8a0A4q9tYEQ5+NQ0FtVf2fHYffrPqST/duoltsMqPSutAvMY25B3ZS5K3me/3O5UdLP6LQW43jOISZLlIbRtNWFu4PhjQgWPoe4PkN8/E2lNsH+PmyTxmW0oHMqHjyvVV0iEoIFiYJODZT96xnQFIGsy7/LtvKC+kckxiyPq0l7uk9ArdpsqxwL5M69FZIExE5SymoiYjIaePiDr35y4Z5uI06Ao7D9/qPBeDTvZuYsmsdtZafSr+P7nHJXNvlQq7tMih479sT7+TptTPx2zaPDZwQHFGbn7+z2Wd5DBfto+PYV/31ht5+x+bbc9/GdmzyaytDAh7UT7d8as0MesalMDq9yzG9o3FwrV6vY1+rJyIipz8FNREROW0khUfx1aUPsqo4h04xCXSNTQagoLaSgFMfmgKOTU6j/dkO6hSTyIvn3tDkeHpkLGGmizrbwoVB97gUCrxV9E9sx19GXcujS6YyN+/rMLe7qgQDmlS0PMhvWywr3HvMQU1ERAQU1ERE5DQTGxbB+IzuIccu69SPFzctxDJtLMfhO31Ht7i9+3qPYnVRDssL9zIkJZO/n3sDMZ7w4PnGxUoOOjSkuQwTHAcL57jsASciIqKgJiIip732UXFMv+w7rCreT7fYZLrHpRz2Wr9t8dLmxWwpL+DGroMZn9Gd/4y/pdlri73VvL97/VGf3yk6gazUjlTUebm+6yDOTe96zO8iIiICCmoiInKGSI6I5qLM3ke97nerp/PerrV4rQCzc7cz+fw7GJTcHm/AT7nfS1pETHADb4/patGzd1eVUOCtL2zy2KDzj/0lREREGmhDFhEROassKdiL1/p6n7K1JbmsLNrPiI+e4/xP/8bNs17H13A+LiyCJ4ZejMc0cRsmHuPrH5sGEOMOw8TAAaoDddQE6pi65+gjcCIiIkejoCYiImeVie17EOnyBD8PT+3Ir1dOozpQh8+22Fyaz1c5W4Pnb+txDptu+Bkbb/gp4zK6E+5yE266eHrE5Tw3+lou7diXsIaRt3CXm/ZR8Sf9nURE5MyjqY8iInJWeWzQ+XSIjmdbeSFXdh5An4T00H3eDDAI3ffNNAxMw+CfY28kp6acGHc4CeGRQH3Q81p+1pbkclH7XtzYdfDJfB0RETlDGY5zuALDx19WVpazYsWKk/Y8ERGRllhbnMOdcybjswMMS+nAq+NvbfH6NBERkdYwDGOl4zhZR7tOI2oiInLWG5ycyfJrHqUq4CMxLDJYTERERKStKKiJiIgAYS4XSa6otu6GiIgIoGIiIiIiIiIipxwFNRERERERkVOMgpqIiIiIiMgpRkFNRERERETkFKOgJiIiIiIicopRUBMRERERETnFKKiJiIiIiIicYhTURERERERETjEKaiIiIiIiIqcYBTUREREREZFTjIKaiIiIiIjIKUZBTURERERE5BSjoCYiIiIiInKKUVATERERERE5xSioiYiIiIiInGIU1ERERERERE4xCmoiIiIiIiKnGHdbd0BERORk81sW/9m2lNqAn7HturGyaD8ZUbFc0ak/m0rz2Fddxqi0ziSGR7V1V0VE5CyloCYiImcVv21x7ifPU+yrAeCFTQtwGyYe08Wb21eyofQALsMk0u3hi0seIDkiuo17LCIiZyNNfRQRkbPKvAPZwZB2UMCxqbX8rCzej8+2qLH8VPvrmH1gRxv1UkREznYKaiIiclZxmSYmxlGvc4CMyLgT3yEREZFmKKiJiMhZYUtZPovzdzMqtQtDkzMBMDGIdYc1e/0dPYdxbruuJ7OLIiIphXkkAAAgAElEQVQiQVqjJiIiZ7yXNi/iLxvnYwJJ4dEUe6vxGCZ+x6YyUNfk+l8NvYi7e404+R0VERFpoKAmIiJnvOc3zsdnBQDIqSk/7HXhhos7e2UppImISJtTUBMRkTNewLaPeN7AoFNMAr8ddilj0rucnE6JiIgcgYKaiIic8brFJrOtovCw57vEJPLZJfcT7tKPRREROTWomIiIiJzxnh9zLe0iYzEAl1Ff8dEATMMgPiyC58dcq5AmIiKnFP1UEhGRM17P+FQWXvUDHMdhbl42i/J2MyK1IyPTOhPlDsNl6veWIiJyalFQExGRs4ZhGEzI6MGEjB5t3RUREZEj0q8QRURERERETjEKaiIiIiIiIqcYBTUREREREZFTjIKaiIiIiIjIKUZBTeQMU+X1UVPnb+tuiIiIiMg3oKqPImeQv3y5kP/MW4FhwC+vOp8bRwxq6y6JiIiIyDHQiJrIGSKvvJJX568kYNv4LZvffTybgGW3dbdERERE5BgoqImcIRwHMA75LCIiIiKnJQU1kTNERkIst48egsdl4nGZ/PTy8SzcvpsPV26kvNbb1t0TERERkVYwnJP4a/esrCxnxYoVJ+15ImejsupaXC6Tv05fxPsrNoLjEB8VwceP3kV0eFhbd09ERETkrGYYxkrHcbKOdp1G1ETOMEVV1Tz+9udMXrKW2jo/tf4AhRXVvLN0XVt3TURERERaSEFN5AxSFwhw50vvMX/rbiz769Fyy3F4YfoickrL27B3IiIiItJSCmoiZ5Ciqhp8gQDNTWgOc7nYWVB60vskIiIiIq2noCZyBkmPiyEjIa7JcQMwDYMBHdJPfqdEREREpNUU1ETOIC7T5K2HbsY0jJDjF/bvwZQf3E5idGQb9UxEREREWuOoQc0wjI6GYcw2DGOTYRgbDcP4YcPxJMMwphuGsb3hn4knvrsicjRxkRF0S00Kfg53u3j8ivFkJsa3Ya9EREREpDVaMqIWAH7sOE4/YBTwsGEY/YCfATMdx+kJzGz4LCJt7M1Fq6ny1REfGU67+BiuHTaAKI+nrbslIiIiIq1w1KDmOM4Bx3FWNfy5EtgMZAJXA681XPYacM2J6qSItMzqPbk8O20BeeWVlNf6yK+o4sOVG7nu+Tep9tW1dfdEREREpIVatUbNMIwuwFBgKZDuOM6BhlN5QLNVCgzDeMAwjBWGYawoLCz8Bl0VkaPJKa3AaLQ+zXHAFwhQ5atjc25BG/ZMRERERFqjxUHNMIwY4H3gEcdxKhqfcxzHgWYrguM4zj8dx8lyHCcrNTX1G3VWRI7s3J6d8ZhN/1pbtq01aiIiIiKnkRYFNcMwPNSHtP86jvNBw+F8wzAyGs5nAPp1vUgbS4yO5K93Xo3H9fVfbZdp8NztV5CRENuGPRMRERGR1mhJ1UcDeBnY7DjOnxud+hi4q+HPdwEfHf/uiUhrDeuayUMTRxHmcpEYFckr993AuN5d27pbIiIiItIKRv2sxSNcYBhjgfnAesBuOPwL6tepvQt0AvYANzmOU3KktrKyspwVK1Z80z6LiIiIiIiclgzDWOk4TtbRrnMf7QLHcRYAxmFOX9DajomIiIiIiMiRtarqo4iIiIiIiJx4CmoiZxjHccguKOZAWWVbd0VEREREjtFRpz6KyOnDcRx++OYnLNy+B9txeHTSudw5dlhbd0tEREREWkkjaiJnkK15RSzavgevP0BdwOLZaQvbuksiIiIicgwU1ETOIJEeN3ajQq5hHlfbdUZEREREjpmCmsgZpHNKIvdPGI7LNIgK8/CnWy5v6y6JiIiIyDE46j5qx5P2URM5OWzbwTCgfr/6Y+c4DjV1fqLCPN+4LRERERE5jvuoicjpxzS/eagqq67ljpfeZU9xKe0T4njjOzeTGht9HHonIiIiIkejqY8iZxnLtvnT5/O4+rnXeeqT2QQsu9nr/jNvBXuLy7Bsh9yyCl6atfQk91RERETk7KURNZGzzNtL1jF5yVq8/gD7S8pJiY3m/gkjmlznt2wOTo12HPBb1snuqoiIiMhZSyNqImeZ7flFeP0BALz+ANvyipq97u5xw0iOiSLS4yYxOpIHzm8a5kRERETkxNCImshZ5sohffhk9WYcBwwDrh3Wv9nr0uNj+PLxe8krr6RdfAxhbv3nQkRERORk0f95iZwGCiuqKK32MmdLNjmlFdwwfCADO7Zrcl1uWQVzN++iY3I8Y3t1abatYV078N+HbmHV7hwGd8qgf2b6YZ8b5nbRKTnheL2GiIiIiLSQgppIG6oLBCiqqiE9LgaX2fxM5CnL1vP7hqIfDg62A5+t2cIHP7wjJETllVdy3V/eoC5gYRoGD10winvHD2+2zT4ZqfTJSD0h7yQiIiIi35yCmkgb2VlQwh0vvYPXHyA9LobJD99KfGREk+v++Pk8fIHQQh6mabBhfz6dkhPYV1IGwIqdOQQsO3jtS7OXUVBRxXcmjiIxOvLEv5CIiIiIHDcKaiLHyf6ScsprvfTJSA0ZHZu+YTsfrthIZlIc35k4iuSYKAD+8tVCymu9OE79lMX3lq7jvmaqL4a5XeALPWbbDv0z0/nDZ3N5e8laACb07Ubj7eurfXW8vWQdS7P3MfWRO4/7+4qIiIjIiaOgJnIcvDRrKS/MWAQOdEiO55NH78LjcvHW4jX8/pPZNFS556v125n+03sJc7txGQYGBg4OhmFgHmbq4x9uuZQfvPEJXn+AwZ3a0SkpgZtGDiIhOoL/Ll4T3Adt5qZsHrt0HJOXrGV/STmW7RCwbXbkFxOwbNyutinyujEnnynL1tMhKYE7zh1aHzwbWLaNyzTxWxY1dX7iIsIxjNDNuvPKK9l2oIi+7VNJjYs52d0XERERaRMKaiLfkOM4vDB9UXA0a19xOZ+u3sxV5/Tj1fkrgiENoLiqhlmbsrlkUG8evXQsq/bkUlZTS5eURG4aMbDZ9kf36MyyXz+MZTshYavaV0fjSGMA12UN4IbhA7n4Dy9TVuPFZRr0SE9us5C2r6SMu156l1p/gHC3m50FxfzuxknkllZwz7+nsL+knH6Z6ewuKsXnDzCiWwdevPsaPK76MLdhfx53/2sKLqM+0L710C30SE9pk3cREREROZkU1ESOQbWvjmc+nUt2QREBywmZcghQXuPlWy+9w4GyypDjDvDE+9MZ17srHZMSmPWz+6nw+oiPbDqS1JhhGLhdoeejw8N44uoL+M1HswCHX119AdHhYQC88/BtvLZgFZFhbu45L+s4vPGxWb8vH9Os77cvEGDBtt2s3J3DK/NWkFNagQNsyskPfn+r9uQyfcN2LhvcB4A3Fq6mts4fbO+dpev45VUTT/JbiIiIiJx8Cmoix+BX709n1qZs/JbV5FxUmIf3lq9nd1FZs/faQEFFFV1TkzBNg4SopgVEWuq64QO4pmEftIOBCKB9Yhw/v3JCk+t3FZbwwzc/oaiyhnvOG9bsmrjjqX9mGpZdH8M8LpOS6loeenUq/oCF3TDU2Djkev0Bfjt1FkM7Z5KREEt6XAxhbhd1AYtwt4u0hqmP3jo/v/5wBrlllTx4/gjOPcxWBCIiIiKnq7aZDyVymtuUk99sSIvwuPnDzZdSWFkdctwwINztIsztIjU2ig5J8cetL6ZphIQ023Z4dtp8Lvu/V/jle1/i9QeC53781mfsLCihvNbLP2YtZf2+vOPWj0N9sXYr/5yzjG+PG8blQ/qQGB2J7ThU++pwcPC4TKLCPCRHR+Jq1P8Kr4+rnn2N2ZuzeXDiSEZ270hsRDjjenflznPPAeCq517nkzVbWLk7hwde+ZBbX5zMq/NX4jiHjm2KiIiInJ40oiZyDK4Y0pdX56+kzrIwqF+nFuZx8+xtV5CZGEfA/joweFwmL9xxFbllFdQFLK46p19wDdaJ8NHqTby5aA1ef4C8skoSoyN57LLzACiqqgmOYJmmQXFVzQnpw5frtvH/3v8Krz9AhMfNE9dcQJXXR1HlbmzHwW2a/PSK8QzqmEGXlET+PG0Bby1eExxlq6nz8+O3PmfWz+/nH3dfG9J2wLLJKa0IObZuXx4b9+fzxdot/OGWy+mcok26RURE5PSmoCZyDCYN7MmavbnYjsPjl51Hz3YpmIbBil05LNq+h/vOy+LdZetJjI7kj7dcRo/05JPWtz2FpcFRNF/AIrugOHjugQkjePbLBbhMg5TYaEZ073jcnz97czb/nrc82AevP8DCbbv51dUX8J1XPmRvSRkT+3XnuqwBwW0MHjh/BHO37GRfSXmwHcOA8praJlND3Q0jcTWN1q4BWI7DhpwCvvWPt5n5s/tDqkuKiIiInG4U1ERayHEc/jZjCZOXrKGi1oftOIS5XTz75QJe+vZ1fLRqE7+ZOhPbcTCBtx++jZ7tTn6FwksG9+bNRauDI2c3jRwUPPetc4cyvFsHCiurGdYlk8gwz3F99luL1/DnL+ZT22i6ZaTHzZienclIiOWjR5vfzy05JoovHvs2j03+nHlbdwHQJyOVjknNj4y9+73bePj1jygsr8YXCGA1mvJYXeenpLqGdvGxx/HNRERERE4uBTWRFlqSvZdXF6wMqUJYF7BYuTsXgPeXbwhZD3bvy+/z0SN3khgdeVL72Ss9hX9++zq25hUxqFM7+memh5zvnZFK74zUE/LsT1ZvDoY0A+jdPpU7x5zDVef0Peq9hmHwp1svY2n2PnyBAGN6dg5Ze9dY19Qkrh3WnxemL8IwDaJcLnwBC8MwSIuNJjU2+ni+loiIiMhJp6Am0kIFFdVNjoW5XQzplAFA74wUVu/J4eDytNKaWv4xa2mz1Rdb47M1W1i2cx/jenflwv49jnhtbZ2fO//5Ljvyiwl3u3nl/hu+0bNba3CnDLYeKMIXqF+b9sjFYxnXu0vINY7jHHYrAsMwGNWj01Gfk19exYszlzRUlHQwMfjuxFE4wK2jBgenVIqIiIicrhTURFpofO+uPBsehmnUF7Ton5nGsK4duL+hxP2PLz2PZdn72FFQAoBjO3j9/iM1eVQHp1N6/QE+XbOFZ26+9Ihh7dM1W9hZUEJdwKIuYPHUJ3N4/cGbvlEfWuNHl4zFNAw27M/jyqH9QkKaZdv87N1pTFu3jbS4aP51z/V0S0tqUbvzt+7m1fkr6JgUz48vO486KxCy2bflONw3YUSbbewtIiIicrwpqIm0UEJ0JB8/eicrduWQmRjXZPpghMfN3+++lpv+9hY+f4Awt4t7xw//Rs+ct2VXSFGOBdt2HzGoHTpQdYQ9tJsoq/GSU1pOt9SkY167FuZ28/jl45s9N2tTNrM378R2HPLLq3jig+n86JKx5JRWMKZnZ5Jjopq9L7ugmEf++wlef4CVu3PIr6jmxbuu5vLBffhs7RYc4HsXjlZIExERkTOKgppIK8RFRjCxX/fDnm+fGMf0x+8lp7Sc9onxRDUKPC/OWMzkJWvJTIrnz7ddTvuEuMO2Y9k2uwpLGdSxHXO37KTWHyDS42bUUao0juvZhX9ER1JQUUV0eBg/v/L8Fr3Xun153PvvKRiGQXSYh/e+fzspx3mdV32Vxq83ud5XXMa9/34fw4DIMA8fPXJns8/ckV8c3GfNb9lsys3HMAx+c/1FPDhxJGGNNsIWEREROVMoqIkcZ5FhHnqkh1Z7XJq9j//Mry9EUlbj5efvTuO1B5qfkujzB/jWS++w6/+3d9/RVVX5//9f+5Y0EhIgIRAg9N4hFAsgIIogio2x4CA6ttGxjWWcok6fjz9nLONvnLH3LhYEBESUooJ06b0GEkoKabed8/0jl2sCAUII5JA8H2tlmXvqPlnHs3jdvc97Z+fIlq0rMropp6hYgzq01sgeHY963tL93te+/EJ5XC51adZYnSpZNOTZmd9Gyt37AkF9smS1fnECvYFrd+/VvuNUkjy/azu98PUPyso7qJBlKbeoREHLklQ6lHT+hm26tE+XI/br3TJNRkYuYxTtcev8ru0llb7PVp0ThwMAADgJQQ04xSyrdKhfMFQaSizb1p68gnLbLN2WqX9Om6vYKK/O69RaW/fmqDj8ftu89Vs19f6Jxz3Pln05yi0qVsCyJEtasHGHQpZVqcIaCbHRchujkG3L43apXlRUpa/vjflL9NT0+XK7jFIS4vXhr66rMKzVi47SpLvGa1P2fvmCIY3/77uRdSHbVny0Vy9+vVDGGI0b0EMJMdGSpMb14/X+nddp2vK1Sk1K0KW9jwxzAAAAtQ1BDTgJJYGg1u3eqyaJCUpNLD/8bn9BkW568UNtzNqvxvXjFQiFIutG9egQ+T2/uES3vDxJRf6AjJFW78wqd5wYb+X+N22a9NO8YS5jlJaUUOnqhw+OGqL1u/dq675c9W3VTFf061qp/STp+dkLf5qWwC7Qws07NKRTm8j6Qp9fL89ZpAMFRbru7F7qnNZYecUligqX1JekKLdLT06fr50H8iQZTV66RpPuuj5Snr9lcpJuGz6w0m0CAAA40xHUgCo6WOLTlc+8qZyiYoUsW09ee7EGd2odWf/MjG+1eW+ObEnZ+T/1oLmMNHvNZr02b4napjbSb0afF1ln21JucYlG9+yoaSvWKzEuRn+96sJKtScxNkYv3XSFnpo+X/ViovSbi4eEj2lryrK12pR9QCO6tVOXw+ZVk6TUxHhNvu+GY5bOP5pG8XHKKSyWrdKescOLgtz95mQt3rJLgVBIU5av0xf3T1TD+Dg9Pf4S/X3ybEV53LrvonN1z5ufKxDuddwa7h1seJQCIwAAALUdQQ2oopkrN2h/QVFkguenZswvF9QKfD5Z4XewJEWGFrqMS9v25cofCmnd7n16b8FypSTU0568gzLGqG+rZnr86lH621Uj5XaZEwpOPdKb6uXD5k773+yFevHrhSoOBPX6/CV695fXqH2T5Ar3P9GQJkn/uvZi3fPWZO07WKQbB/dVt+ZNyq1fui1T/nBvojHS+j371Klpis5p3zIypDMQCikuOkr+ULGMjOrHxqh+bMwJtwUAAKC2IKgBVRQfEx2pf+8yRomx0eXW3zZ0gOat2ypbUrTHrcv7ddP2vTnKK/Fp4eadkhQpqvHendfq86VrZcnWue1byg6/K1Ydpv+4PhImLdvWgk07jhrUqqJN44b67N4JR13fKz1NS7aW9qhZlq0/fDRDew8WKiUhXm/f/jOl1I+X1+3Wm7f+TE9Onycj6d6Rgyi3DwAA6jSCGlBF53dpp9ldN2nainVqmlRff7x8hOav36aX5/ygZg0SNWFQH/Vt3Uy7cw/qVyPO1rAubfXU9Hl6Y/7S0iGGkqK9Ht02bIASYqLVKD5Wv3n/C/1T0oC26Xrq2ou1IydXqYkJkcIaVdG7ZZq27cuVLxiUyxh1ada42v4GR3NoHrncohJ1a5aqQCiktAYJchmXpixbq6BlKSv/oP43e6F+f+kwSVKrlAZ6evyYU942AACAM4Gxbfu0nSwjI8NetGjRaTsfUF0sy9au3Dw1rBenetEVV0TclLVflz/zhoKWLY/LKNrrUYk/qJBtK8br0eT7Juiqf7+l3KISSaVFQh4bO1xjwiXpB/3lvzpQWCxJivV6lBAbrYISvyTpxZuuUM/0plVquz8Y1LMzv9Pa3Xt1RUY3XVimkMnh2+07WKTG9eNPqDcrZFkq8gcUHx2lgyU+TXzhQ63bs08tGtaXPxjS3vxCuVxGLRom6Zz2LfX298sUsmy5jdGV/bvrkbHDq3RdAAAAZyJjzGLbtjOOtx09asBx+AJB/fz597Uxa7+MMXpuwlj1a9O83DaBUEjj//eeglbpFx9By1bQF4is97hc2rE/T80aJCqvuESHvh/pXKZ3y+N2R34PWpZyCosjxTWe/GKeXr3lqiq1P8rj0X0XDTrmNlv35ui6/76rkkBQKQn19O4vr1FSvdjjHntj1j7d8PwHOljiV48WTdS3dTNtyt4v27a1fX9eZLtQyNaOA7m6st9ozVy1QTmFJUqMjdbN5/Wv0jUBAADUdrwEAhzHzFUbtSn7gEoCQRX7A/rb5NlHbDN7zWblF/vKLUtJqKdYr0dRHrdivB51bdZYT42/WBmtmqtloyQ9MnZ4uYmx/3bVBYr1euQ2Rt2aN4mU1ncZo9ioU/udyjMz5iuvuEQlgaB25x3UO98vr9R+f/1sdmTi6tWZ2VqTuVeWVXEvfciytGRbpqY/cJOm3n+DZjx0U7kpBQAAAPATetSA4/C6XSpbCzHK465wO5cxssoMJX7+xsu0fvc+5RaVaGSPDoqPiVZ8TPRRe8bOatdSCx67Q/5gSG6X0S9f+1Tfb9qu1PrxenjM0Oq8pCO43S4ZGdmyZWQqPf9ayLJVNpb1a9NM63bvVV5RSaTS4yGWLf3flG/UtXmqulYwRQAAAAB+Qo8acBzDu7RTRuvmchuj+rHRerSCd6qGdm6j3q2ayqg0sN1/0SB1aJKii3t31vhzeis5oV5k2925B3XZ028o45F/6w8fzSjXA+V2uRQb5dU3a7fIZYwmnNNHU++/QemNkk7pNd5z4TlKTqgnj8ulVslJuuasnpXa78HRg1UvOkrRXo/SGyXp2rN6a/oDN+rZ6y9RRZX+3S4TntQaAAAAx0IxEaCS8otLVOIPKjmhnlyuI1OIbdvKKSxWfEyUojxH76y+/dWPNW/9Nlm2rVivV3+5coRG9ugYWb9sW6ZueukjlQSCivZ4dGmfznr0svOPerz3F6zQ1OXr1DO9qe4ccZa8brcWb92lqcvXqUWD+rqqfw/Vi6m4AEpZlmWrwOdTQkz0Cc2nVuwPKKewWE0SE8r9XZ6fvUDPzvxOxkgul0tuYxQb5dXkeydU6v03AACA2ohiIkA12rBnnyY8/4GKAwG1SWmo128dd0T1R2OMGsbHHfdY+wuKIkMkLduKVIE8ZHVmtg59geILBjVn3RZt2LOvwrnPZq/ZpMenfKPiQFA/7twjY6QLu3fQLS9PUkl47rR/fjFP/xg3UqN7dTpmu1wuU6VJpmOjvIqN8h6x/JahA/SLIf1ljLRg0w7tzj2oIZ1aR0JaZm6+npu1QJJ0+/ABSkuqf8LnBgAAqK0Y+ggcw76DhZq1aqP++Mks5ReXyB8MacveHH26ZHWlj2HbtvbmF6jYX1oF8s7zz1aM16N60VFKjI3Rhd3Ll8vv36aFXGV6tPYXFOnq/7yjL1dtPOLYazL3RgJZSSCo5dt3a8nWXQpZVmQby7b16KSZJ3Td1cXlMjLGaGC7dF2W0TUSZIMhS9f95119sniVPlm8Stc99165NgMAANR19KgBKn1v7C+fzlJOUYnuGnG2BrZL166cPI196g35gyEFqxgiQpalX772iRZu2imXy+jf11+iwZ1aa/K9E7TjQJ66NU89omcuxuvRJb07a+GWndq+P1eBkKVAyNIrcxbp/K7tym17bodWeumbH+QLBBXt9eiiHh3VKa3xEUMXq3OAc8iytH1/rhrExVZ5CGNOUbFyi0siPYu5RcXKKSwu9y4fAABAXUZQQ502/cf1Wrh5p75es0nZ+YWybFt3vP6ppt0/UW99u0xF/p/mQjOSvG632jRuoLF9u1bq+N9u2KYlWzNLKyCGpD9+PEvTH7xRaQ3qK61B6VC/QCikyUvXKL/Yp0EdWum6/76nIp+/3PteHpdLzRsmHnH8Hi2a6JWbr9L89VvVKS1FQzu3lSQ9fd3F+uvkr5WZky+3y1VhAZSq8AeDmvD8B1q/Z59sSf83bqTO79qu0u+0hSxL//j8a329ZrM8LpdCxpIxRqn149Ww3vGHjQIAANQVBDXUOf5gSHnFJfpuwzb98ZNZkaGDZde/OX9puZAmSdEet2Y89As1rBdb6WBy+HYV7fbAO1M1d/1WhSxbz89eIMuyFLJthUK2otwuNUyIU4cmyUct0d+jRRP1aNGk3LLBndpocKc2yiksVpTHfUSvXVXNWbdVG7P2R/5m97z1uZomJej1W8eVe8es0OeXbduKj4kut//7C1Zo0qJVKgkEFeV2q1vzVPVr00ITzu1TYYEWAACAuoqghjpl/Z59uiFcFCTG4zkipEml73S9/d0yPTzmPE1atFIhy5Yx0rCu7dSoEsVCyjqrXbrOapeub9ZuUZTHrRsG99XT0+erQ9NkjezeQcYYfb12swKh0qGVgZBLwfDvXrdLvVqm6ZWbK5537Wjmrd+queu26GCxT12bp+qq/j1OaP9jia5gDrmsvIP6yydf6anxYxTlceuN+Uv0xLS5kqSbh/TTrcMGyOsu3W/7/rzI39wfCqlx/XjdO/LcamsfAABAbUFQQ53y+JRvlFdcWmUxFLLkdbsUCFmK8XoU6/UoJ1yBMWhZKvQF9Pot4/TBwh+V3ihJEweXVlFdvn235qzboi5pjTX8sHfGDpmybK2e/fJbNYiL09/HXag/X3mBtu3N0cQXP1RJIKhYr0d7cg9q4uAMtUpuoE3ZB2TZtmzb1j/GjdQHP/yoJokJun/U4BO6vmnL1+l3H06XL1g62fTUFeu0cPNOPT1+TLnt/MGgXp6zWDv252rcgB7qmd60Usc/p30rDe3SVlOWrY0ss2xp7vqtGvnEy3r9lnF6YurcyDt9z321QC98vVC/u2SYxg3ooUv6dNYHC1fIhCcHv3pg5eZrAwAAqGsIaqiz3C6Xurdoot25+erfpoU6NknWMzO/VSBkyeNyae3ubH2/cbuuPbuXzu3QSpK0Yvtu3VgmbD04eojGDSjfY7VtX67+8NFM+YJB7TiQpzte/1Sf33eDFm/dFektKw4E9cWP6zVxcIb+N/Fy/W3ybOUVlejOEWcpo3VzXdijw+HNrZRpK9ZFQpokBUKW5q/fesR2j076UtN/XC9fMKTpP67XR3eNV8vkBsc9vstl9PjPLtJ9I8/V+P++p+z8AoUsW5Zta9/BIr33/Yoj9glatv42ebYu7t1ZndMa66O7rtey7ZnqktZY7Zsk66vVmzR1+aBT4p4AACAASURBVFp1b9FE15/NEEgAAACJ8vyoYx4aPUSJsTGKcrvVJClBK3dlKTP3oKb/uF62MfrntaN194XnKKN1M32xYr2+WbdFd785Wev37JMkzduwTb7w0L3iQFDTVqw74hxZ+QflcZf+r2Xb0p68AklS52aNI8ujPR71aZkmSUpNjNfT48fo1VuuUkbr5id1fb1appUbnugyRp3SGh+x3YJNOyKBzuUy+nFn1gmdp0ligqb+eqKGdW4beYi4jBQX7dV9I8+NXOchti1Z4V62lslJurRPF7VvkqwFm3bogXenatqK9Xpmxrf671ffn1A7AAAAaiuCGuqU9k2S9c3vbtHMh27SRd07lAtdc9dt0ZBObXTj4Axtyj4QCTLGGK3NzJYkdUlrrBhvaUd0jNejXuGwVVb35k3UsF6s4sITQV/Vr5skaWDbdP3p8hE6u31LTTi3j+4dOSiyz6EJrk/WhHP76JahA9Q5LUXtGjfUZX276tmfX3rEdgPbpUcCnWXZ6t68yRHbHE+Ux62HxwxVWsNEuYxR28aNNP6c3powqK9euukKeV2ljxdjpImD+h5RWESSlm3PlD/8dy4JBPXtxu0n3A4AAIDaiKGPqHO8breSE+qpb+vmipm/JDKM8Zz2LSPbDOvSVh/+sDJS+KJ3q9JAdl7nNnp4zHmaunydujdvqnapjfT50jUa0a29osMBLjbKq4/uGq9v1m5RUlyMzmqXHjnu6F6dNLpXp8jn3bkH9YuXPtL2/bk6p0NLPTP+EkVVULCjstwul24bNkC3DRtwzO0eu+x8tUppoB37c3VVv+5qmZxUpfOlJsbri/snlv4No7yR5Y9PmaNAuAct2uNRx7SUI/ZdsX231mZmy+0yskK2vC6XujU7svcPAACgLjLV9U1+ZWRkZNiLFi06becDjufLVRs0Y+VG9WmZpp8N6BEppx+yLH28eJW278/Vxb06q0OT5CP2ve3Vj/XD5p3yBYKyJY3u2VH/GHeRtu/P1c6cPPVKb1phL1JZ97w5WbNWb5Jl24rxevTQxUM0rhqrNNaEz5et0W/e+yIyyXZslFePXDpMl/TpEtlmw559uvo/76gkEJTLlA6NdLtccruMHhk7XKN7dYpUigQAAKhNjDGLbdvOON529KihTgqEQvrt+19o7vqt6tIsVaN6diw355nb5dKV/bofsZ9l2Xpt3mIt3LxT89ZtVdmvOb5cvUlPTJuj9xaskNvlUr0orz6++3ol1Ys9ajsO+vyywl+WhCxLRb7AUbetyK6cPN339hRl5RVo4uAMTTi3T6X3/Wr1Rv3uwxmybVt/uHR4uZ6+/OISPTl9nrLyCnTT4Az1reS7c7Zt69FJX5b7uzRLStAF3csXR1m8dZfs8FZWeOOgZSloSY9Mmql/Tpurxy47/6hVNQEAAGo73lFDnfTBwh81a/VmHSzxa8nWXXp6+vxK7ffSNz/o2S+/05x1W3R4X7SxbU1bsU4lgaAKfX7ll/g0a/WmYx7vrhFnKy7Kq3rRXjWsF6dLenc+oeu47+0pWr0rW3sPFuqZGfO1YsceBUIhHSzxHXM/fzCo+9+Zpvxinw6W+PX7j2aooMw+d7/5uT5etErfrN2iW1/5WJk5+cc83t78Ao196nX1+N1TkXfOpNJ51564ZnTkvb5DujVPlVFpMHYbI3eZkByybB0oLNZ9b0/RtOVHFmsBAACoC+hRQ520N79Q/lDp+2eBkKWs/IJK7bdg845yk2QnxkYrv9inaI9bKfXj1TQpQfsOFsmybRljjjtBds/0ppr54E3KzM1Xm8aNjgg0x7Mn72CkR87tMpq/fqtuevFD+YMhDe3SRv+65uIKy90HQpZC4XfIJEm2VOwPRIZqrsnMikzCXRII6sYXP9T/Jl5+1HfZHp/yjTbvPSDLljxGMi4jlzG6tE8XtUttdMT23Zo30VPXXawPf1ipNikNlVdcokk/rIy81yaV9rB9tGilLurZ8YT+JgAAALUBQQ110ti+XfXO98tk26VDDg9NZn0853dtp2XbMlUcCCrG69GT141R65QG2pN7UB2bpuhAYbHueuMz7TiQq7F9u2pIp9aSSodM/v+zvtOctVt0dvt03XXBOXKHqyIm1Ys95vDIY5k4KEPPzvxWLmOUEBOjSYtXqchfOnxy/vpt+n7Tdp1dpkjKIfWiozSqZ0dNWV46cfU5HVoqpX58ZP2gDq00Y+VGBS1LtqQdB/J039uf66O7xlfYjrxin0KHxjAao1uH9tO1Z/VWg2Nc16COrTWoY+vI54SYaL34zQ/ltql/nHf8AAAAaiuCGuqklslJmvLriVq9K0ttUxspLal+pfb72YAeqh8bo+XbMzW0c1sNaNtCktQ4HHKaJiXog19dd8R+7y9YoVfnLlZJIKjNew8oMS5WN1YyHB7LDYP6qk/LNGXlF2hgu3Rd/vSb5dZHwtNhbNvW0m2Zsu3S35dv3y1/MKgoT+kjoTgQlA4b3Jl9jF7HO88/S0u3ZcpljGKiPBo3oOcxQ1pFRvfqpJe/+UGH+tSMpIlDTv5vBAAAcCYiqKHOahQfV65HpzKMMRrVs6NGneBwvLV79kaGTJYEgloTnpetOvRIbxr5/ZGxw3XPW5Nl2bZ6t0zT2e3TK9ynyB9QZm5+ZNhksT+grPwCtWiYJF8gqG/Wbomsk0pL7E8c3PeYbZj+wI3amZOvdqmNFFemVH9ldWiSrFduvlL/37S5CoYs3TXi7CrN7wYAAFAbENSAMlZs3631Wfs0sG26mjdMrLbjjurZUZOXrlHIsuV2mRMuGlIZOw7kak1mth4cPViDO7RRk6T4cpUsy4qL8iq9UZJ27M+TbduKj4lWav0ESaUTWdePjVZuUYkkyet26T83XKqBbSsOfYc0jI9Tw+O8k3c8GW1a6L07rj2pYwAAANQGzKMGhE1dvlZ/+GimJMlljN6/81q1TmlYbcf/ccceLd66S73Sm6pXy7RqO64k7T1YqDH/elVF/oCi3G5d0qeLHhk7vNw2azKz9eQX8xTlcevB0UOUEBOtl+csUiAU0g2D+qpJYkK5bR+d9KV8waAeHnPecUMaAAAAKod51IAT9PZ3yyPDE90uoy9XbdTN5/U/oWMs3Zapz5asVrvUZF09sEekYIgkdW/RRN1bnJqhfIu37AxXcrRVbAU1dfk6bdl7QM0bJuqBUYPldbt1w/MfqMDnl8sYrdqZpa8evlm/vmhQhcfrnNZY799Zcc+Wbdt6avp8TV2xTl3TGuuvV12oetFRp+S6AAAA6iqCGhDWtnFDrdqVJX8wpCi3W+mNKi5FfzQb9uzTL176SCXhipC7cvL04OghJ9yOZdsy9bsPZ6gkENSQTq3VOa2xxvTufNTS/ZZl65U5i8pNG1Do82vh5p1aui1T2fmF+u2YoZFy/JZta39BkUoCQcVW4V2yaSvW661vl6o4ENS+/EI9PuUb/fHyESd8HAAAABwdQQ0Ie3D0EBX6/Fq9K1uje3XSBd3an9D+S7dlRn4vCQQ1Z90WPTBqsJ6eMV/vL/hRaQ3q65nxY5TW4OgVJi3L1q2vfqyCEr8k6b0FKxTtcWvSopV6+/arK3znbMeBPG3MPlBuWYzXoyJ/QIGQpTWZ2WrWoL5S6sdrT+5BGVPaY1aVkCZJu3Ly5A+VTmrtD4W0ZW9OlY4DAACAoyOoAWH1oqP0xDWjq7x/2WGNMV6PBrZN13cbt+vNb5ep2B9QfkmJHv7gC712y7ijHiNohVTkC5Rb5guGtCYzW3nFPiXFxRyxT2JcjMq+ahoX7ZVLRm5jFOVxa0S39vK4XXrvjmv08eLV8rpdujyjW5Wvc0TX9nrh64WywqX9x5/du8rHAgAAQMUIakA16ZzWWM/+/BJ99MNKtU9N1o1DMjRt+brIets+9lxkkhTl8Wh0z476ctXG8FxmpfOJ1YuOUvxR3gNLiovRE9eM0t8mz1aU262/XnWhGsXHadqKdUqtH69LeneRwseYcG6fk77OVikN9Mk9P9eizTvVvkmyOqc1PuljAgAAoDyqPgKnUF5xiS57+g0VlPgUsmw9culwXdq3yzH3sW1b32/ark1Z+zVz1Ua5XS79dsx5apeaXKU2bNuXqxtf/FBZ+Qc1qENrPXP9GHnd7iodCwAAACenslUfCWpABXbnHtQb85fo/YU/yrIsPTh6iK4e2LNKxyoo8WnJ1kylNUioctg6GTe/PEnfb9wuy7YV6/Xo95cO09i+XSVJX67aqNW7sjWkU2v1LDNxNgAAAE4NyvMDVbRtX46u/PdbKvL/9K7Y/035Rud3bafkhHonfLz4mGgN7tS6Opt4Qop8flnhL2Qs245Uh3z3++V6YuocFQeCem3eYr3yiyvVg7AGAADgCK7jbwLULTNWblCJv3xBDyOj4kDgKHtUr6y8At3+6ie68t9v6qvVmyLLC31+bdizr1wZ/sq476JBio3yKi7Kq9TEBI3u1UlSaZn9Q+/B+QJBzduwrfouAgAAACeFHjXgME2T6iva64mEGLfLaGjnNtqwZ58uf+ZNBYOW7rrgbE0cfNwe6yr51RufaW1mtkK2rQfenapJd12vQCik8f99T5ZtKTYqSu/fca1SE+Mrdby+rZrpy4d+oez8AjVLStCv35mqRVt2KqlejGK8nsi8b12bURQEAADAKQhqwGFG9+yoNbuy9MWPG9QqOUm/GnG2ujVPVcajzyoQKp00+olpc9W3VXP1SG9ynKOduG37chQKD1V0u1zakLVP7y1YroISn2yVztH2xvwluv6cPmpcv16Fc6sdLikuRklxMfrjx19q7vqtkqTi3AJ1apKiBvGxGtWzo4Z0alPt1wIAAICqoZgIUAn+YFC9//DvcstuGNRHD4waosVbduqzpWvUPjVZ15zVU27XyY0o/vOnX+nTJatlWZbioqJk2ZYKfQEFrdKQ6HG5JNlyuVzq3TJNz0+8XB738c85e80m3fn6Z+WWtUpO0p8uH6HHPp4lydYjY89XvzbNT6r9AAAAODqKiQDVKMrjUfvURtqQtV9S6dxmzZLqa+3uvbrllY8jwwf35B3U/aMGn9S5fn/JUA1s20L7C4q0dne2PvxhZbkJrV3GyB+yJCukH3fs0dz1WzS0c9vI+kNfvny8eJUmL12jHi2a6M4RZ+uxSV8eca6B7dJ126ufRAqn3P7aJ5r/+9sU7eXRAAAAUJP41xhQSS/94koN/8cLkeGPH/6wUrZ+CkYlgaDmrtt60kHNGKMR3dpLkn77wRflQtq4/t21cPNObd2XE1nmKjP08a1vl+mJqXNkjGRZtgKWpRU79qiijvPuzVN183n99dEPKyPLgiFLB0t8BDUAAIAaRtVHoJIOFvvkCU8UbUtat2ef/jb5a/mDIUlSjNejge1aVOs5l2/fU+7zlOVrdcfwsxQX5ZXH5VLHpil6avp8jfnXq3rz26V6Ytoc+UMh+YIhBcJDJUsCQS3dlqk/XTFCMV6PvG6XRvXsqHd+eY1S68erf5sWigtXhcxo3UyN4uOq9RoAAABw4vjaHKikJkkJiva45QsEI/OSSaWhzUjq16aZHhg1JLJ8V06e3C6XmiQmVPmch797VuQLaMbK9fr2kduVU1ik0f98LTJs8e+Tvy7Xu3aIkSLFQub/4XaV+ANKqhcbWf+fCWM1Z90WSdLgjq0rVZwEAAAApxZBDaikGK9Hb99+tZ6b9b1W7srSlr0/DT+0Ja3amR0JVn/+9Ct9vKh0aOTN5/XXL4cPrPR5/MGg/vzJV/phy051SkvRtr05kd4xO/zjdbsVsqRgKFRuX9u25Xa5FApvL0lej1tX9OseuYaYw4Y1etwuDevSVgAAAHAOhj4CJ6BlcgP942cX6bkbxio+Jiqy3EhqXL90XrOsvAJNWrRSvmBI/mBI//3qe/lOYJLqF2b/oCnL12rHgTzNXbdVd5w/UOmNkhTtcatBvVjde+G5kqTU+vHq0CSl3L4et0vPTRirsp1iRtJ3G5nMGgAA4ExCjxpQBS0aJmn2w7fouVnf6dMla5RaP17/vHa0JMnrdpV2e4W5jJHLVfnhhJv27pcv/N5bSSCoV+YuUYtGiXp07HD1bd1MXrdbuUUluuuNz7R57wG1Sk5SVl6BvB63/njZ+TqnQ0ulN0zStv25ped3uRQXFXWsUwIAAMBh6FEDqiguyqtfXzRYc353qz741XVKb5QkSWoYH6d7R54jj8ulKLdbf7pihLzhIiSVMa5/j3JDFPOKS7RyZ5YefG9aeA416V/T5mr59t0q8ge0J69AD4werO8e+aUu6N5BkvT41RepQb1YuYzRmN6dldG6WTVfPQAAAE4letSAU+Dn5/bVtWf1ljE64QmwB7ZL19u3X63Zazbpha9/UEl42GROYbGCliWv263s/ILIBNiBYEj7DhaVO0a35k007/e3ybLsE+rNAwAAgDMQ1IBT5PCKjSeiY9MUtW3cSDNWbtCO/XmSpHM7tIr0zP3ivH5atGWn3C6XXC6jsX27VHgcQhoAAMCZydgVzYR7imRkZNiLFi06becDznTF/oBmrd6kGK9HQzu3Kdc7l5mbry3ZOerarHG5cvsAAABwLmPMYtu2M463HT1qgIPFRnl1ca9OFa5LS6qvtKT6p7lFAAAAOB0oJgIAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4zHGDmjHmZWNMtjFmZZlljxljdhljloV/Rp3aZgIAAABA3VGZHrVXJY2sYPmTtm33Cv9Mrd5mAQAAAEDdddygZtv2HEkHTkNbAAAAAAA6uXfU7jTGrAgPjWxwtI2MMbcYYxYZYxbt3bv3JE4HAAAAAHVDVYPac5LaSuolabekfx5tQ9u2n7dtO8O27YyUlJQqng4AAAAA6o4qBTXbtrNs2w7Ztm1JekFS/+ptFgAAAADUXVUKasaYpmU+XiZp5dG2BQAAAACcGM/xNjDGvCPpPEnJxpidkh6VdJ4xppckW9JWSbeewjYCAAAAQJ1y3KBm2/Y1FSx+6RS0BQAAAACgk6v6CAAAAAA4BQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAYAAAAADkNQAwAAAACHIagBAAAAgMMQ1AAAAADAYQhqAAAAAOAwBDUAAAAAcBiCGgAAAAA4DEENAAAAAByGoAbgjLF5S7bWrMmUZdk13RQAAIBTylPTDQCAynjhpa816eNFMsaoZ48W+ttfrpIxpqabBQAAcEoQ1AA4Xihk6b33F0R60pYt364ZM1dq9+5cde3aXP0yWtdwCwEAAKoXQQ2A47lcRtHRXhUX+yWVBrcnn54uvz+o6GiPHn7oYg0e1KmGWwkAAFB9eEcNgOMZY/Tnxy5XYmKsYmK8at8uVX5/UJLk8wX1zZx1NdxCAACA6kVQA3BG6NOnlR68f7R8voDWrN0dWR4d5VbXLs1qsGUAAADVj6AG4Izx179/Jvuwgo/9+7XV2Ev71kyDAAAATpHjBjVjzMvGmGxjzMoyyxoaY2YaYzaE/9vg1DYTAErfTSvLGCkjo7VcLqo/AgCA2qUyPWqvShp52LLfSJpl23Z7SbPCnwHglLr15qHlPrdo0VDnD+9abllBQYk++HChJn28KFJ8BAAA4Exz3KqPtm3PMca0OmzxpZLOC//+mqSvJT1Uje0CAElSfn6xPvhooQKBkK68vJ/OGthO69bvUcv0RmrRopG2bN2rtWt3q0uXNKW3aKQ7fvW69mTlyRijGV+u1HPPTmC+NQAAcMapann+VNu2D73Nv0dS6tE2NMbcIukWSUpPT6/i6QDURbZt65773tLOXQdk27ZmfbVab79xuwYP6ihJWrpsm377+w9kZGTL1gO/HqXMzByFwvOtbdqUrcIin+LrxdTkZQAAAJywk55HzbZt2xhjH2P985Kel6SMjIyjbgcAhyspCWjHzv0KhUofHYWFPn0xY4U++2ypvF636tWLls8XjGz/+pvzIyFNKn2nbdOmbPXswZdEAADgzFLVoJZljGlq2/ZuY0xTSdnV2SgAkKSYGK9SUxOVlZUvy7Lkchk9+dT0yHq326Uor1v+QEjR0R75y4S2Q2Z9tZqgBgAAzjhVLc//maQJ4d8nSPq0epoDoC4LhSx9+90GzZm7Vn5/UMYYPf2v8Ro1socuvKC72rZtXG57Y6QBA9uqWbMGGnVRT1137Vlyu396Hy0qyq2WLZNP92UAAACctOP2qBlj3lFp4ZBkY8xOSY9K+oek940xN0naJmncqWwkgLrhT3/5RIsWb5EktW6Vomeeul6NGsXr3ntKC8/+939faeXKXbLDk6nFxUbptw+NUXS0N3KMlJT6euvtb7Vvf4HOPaeDxl7S5/RfCAAAwEmqTNXHa46yang1twVAHebzBTT/2w2ywu+Yrd+wR598uliXXtJHbndp5//EGwYpN7dQPyzeqtatkvW7315aLqRJUv9+bdS/X5vIZ8uy9cJLX2vuvPXq1qWZ7rn7QkVFnfTruQAAAKcU/1oB4Aher0dxcVEqKPBJkoJBSy+89LWWr9iuPz56uSQpOtqr3zw05oSOO2Pmj/r440Uq8QWVnZ2nxKQ4jbm4t159ba4k6cYbBqlJk6TqvRgAAICTVNV31ACgWrlcRrfdMkxlpzzz+YKaN3+9tm7dG+lpO1Fbt+5TSbjIiN8f0ubN2frV3W9o1ler9NXs1frVPW8qFLKq4xIAAACqDUENgGO89fa3sg/LY7Yt3X7n67r73jcVCIRO6Hjbt+/XlGnLI5+jotwaNrSLCgt9su3SYZH5+cXKzy+ujuYDAABUG4IaAMfw+X8qr2+MIu+m+XwBbdqcpRdf+loffLRQBw4UlNuvpCRQYY/bK6/PVVFR6VBKl8voghHddf7wrkpJTpDH7ZLH41JqaqISE+NO4VUBAACcON5RA+AYv7xtuB5/Yqpcxqh9+1Tl5hZpx84DkqSAP6RPPlsiSXrn3e/1+qu3KC42Wn/+66eaO2+dYmOj9Pjff6bOndMix/N63DLGyLZtud2locztdunZZ67Xx58uliRdPjZDLpc5sjEAAAA1iKAGwDGGDe2iXr1aKj+/WOktGmndut166Lfvl/aKGRMZ+uj3B7V+3R75AyEtXLhJlmWrsNCnx5+YoldeujlyvJbpjSI9bR6PS2NG95IkJSbG6YafDzr9FwgAAFBJDH0E4CgNG9RTq5bJcrmMOndO06eT7tYXU+5Xu3aNI5NZh0KW0po1UDAYksp0hgWC5d9he+e97yO/BwOhSO8cAACA0xHUADiaMUYej1t//dOVOufsDuratZn+9NgVapKaqAH926ptm8aKjvYoOtqju++8oNy+btdPj7hA0NL3Czae7uYDAABUCUMfAZwRGjaM12OPXFZumdfr1lP/Gq89WXmqXz9G8fViIut8voCaNW+gtWt3R5YtX779tLUXAADgZBDUAJzRXC6jtKblJ6y2LEvXXPeccvOKIsuivG517NT0dDcPAACgSghqAGqNgsISzZ27TkuXbSsX0iTp/OFddfON59VIuwAAAE4UQQ1AreD3B3Xr7a8qOztfoZB1xPo77xihqCgeeQAA4MxAMREAtcKmTdnKzS2qMKTdcvNQxcR4a6BVAAAAVcPXywBqhZSUBFlW+ZAWHeXRr++7SOcP71pDrQIAAKgaghqAWiE5Oh1bvwAABZxJREFUOUGPPXKZXnhxtoqKA2rUMF7Dh3XR8GFdarppAAAAJ4ygBqDWGNC/rQb0b1vTzQAAADhpvKMGAAAAAA5DUAMAAAAAhyGoAQAAAIDDENQAAAAAwGEIagAAAADgMAQ1AAAAAHAYghoAAAAAOAxBDQAAAAAchqAGAAAAAA5DUAMAAAAAhyGoAQAAAIDDENQAAAAAwGEIagAAAADgMAQ1AAAAAHAYghoAAAAAOAxBDQAAAAAchqAGAAAAAA5DUAMAAAAAhyGoAQAAAIDDENQAAAAAwGEIagAAAADgMAQ1AAAAAHAYghoAAAAAOAxBDQAAAAAchqAGAAAAAA5DUAMAAAAAhyGoAQAAAIDDENQAAAAAwGEIagAAAADgMAQ1AAAAAHAYghoAAAAAOAxBDQAAAAAchqAGAAAAAA5DUAMAAAAAhzG2bZ++kxmzV9K203bCIyVL2leD50fdwz2H0417Dqcb9xxOJ+43nG6n4p5radt2yvE2Oq1BraYZYxbZtp1R0+1A3cE9h9ONew6nG/ccTifuN5xuNXnPMfQRAAAAAByGoAYAAAAADlPXgtrzNd0A1DncczjduOdwunHP4XTifsPpVmP3XJ16Rw0AAAAAzgR1rUcNAAAAAByPoAYAAAAADlNrg5oxpoUxZrYxZrUxZpUx5u7w8obGmJnGmA3h/zao6bbizHeM++0xY8wuY8yy8M+omm4ragdjTIwxZqExZnn4nvtjeHlrY8wCY8xGY8x7xpiomm4raodj3HOvGmO2lHnO9arptqL2MMa4jTFLjTGfhz/zjMMpVcE9V2PPuFob1CQFJf3atu0ukgZKusMY00XSbyTNsm27vaRZ4c/AyTra/SZJT9q23Sv8M7XmmohaxidpmG3bPSX1kjTSGDNQ0v+p9J5rJylH0k012EbULke75yTpgTLPuWU110TUQndLWlPmM884nGqH33NSDT3jam1Qs217t23bS8K/H1TpH7yZpEslvRbe7DVJY2umhahNjnG/AaeEXaog/NEb/rElDZP0YXg5zzhUm2Pcc8ApYYxpLmm0pBfDn414xuEUOvyeq2m1NqiVZYxpJam3pAWSUm3b3h1etUdSag01C7XUYfebJN1pjFlhjHmZobaoTuHhGcskZUuaKWmTpFzbtoPhTXaKLwxQjQ6/52zbPvSc+2v4OfekMSa6BpuI2uUpSQ9KssKfG4lnHE6tw++5Q2rkGVfrg5oxJl7SR5LusW07v+w6u3RuAr4NRLWp4H57TlJblQ4T2i3pnzXYPNQytm2HbNvuJam5pP6SOtVwk1DLHX7PGWO6SXpYpfdeP0kNJT1Ug01ELWGMuVhStm3bi2u6LagbjnHP1dgzrlYHNWOMV6X/aH7Ltu1J4cVZxpim4fVNVfqtIHDSKrrfbNvOCv/DxpL0gkr/MQ1UK9u2cyXNlnSWpCRjjCe8qrmkXTXWMNRaZe65keGh37Zt2z5Jr4jnHKrHOZIuMcZslfSuSoc8Pi2ecTh1jrjnjDFv1uQzrtYGtfA45pckrbFt+19lVn0maUL49wmSPj3dbUPtc7T77dCXAmGXSVp5utuG2skYk2KMSQr/HitphErfjZwt6crwZjzjUG2Ocs+tLfPlp1Hp+0I853DSbNt+2Lbt5rZtt5J0taSvbNu+TjzjcIoc5Z4bX5PPOM/xNzljnSPpekk/hsfTS9JvJf1D0vvGmJskbZM0robah9rlaPfbNeEyrrakrZJurZnmoRZqKuk1Y4xbpV+6vW/b9ufGmNWS3jXG/EXSUpV+gQBUh6Pdc18ZY1IkGUnLJN1Wk41ErfeQeMbh9Hqrpp5xpvQ1LQAAAACAU9TaoY8AAAAAcKYiqAEAAACAwxDUAAAAAMBhCGoAAAAA4DAENQAAAABwGIIaAAAAADgMQQ0AAAAAHOb/AYG3tMghbUILAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1109bb198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure(figsize=(15, 15))\n",
    "plt.suptitle(\"Test UMAP\")\n",
    "\n",
    "ax = fig.add_subplot(111)\n",
    "ax.scatter(\n",
    "    embedding[:, 0], embedding[:, 1], c=digits.target, s=10.5\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
